Data Comparison Visualization¶
This notebook compares datasets across all timesteps and identifies differences.
In [1]:
# Parameters (injected by papermill)
ref_file = ""
new_file = ""
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
shapefile_path = "../shp/ecos.shp"
qc_utils_path = "" # Path to qc_utils.py directory
In [2]:
# Parameters
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
ref_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/MPI-ESM1-2-HR/cffdrs_MPI-ESM1-2-HR_2031.nc"
new_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/MPI-ESM1-2-HR/cffdrs_MPI-ESM1-2-HR_2031.nc"
shapefile_path = "shp/ecos.shp"
qc_utils_path = "/import/home/jdpaul3/boreal_fire_weather/processing/qc"
In [3]:
import sys
import warnings
# Add qc_utils path to Python path
if qc_utils_path and qc_utils_path not in sys.path:
sys.path.insert(0, qc_utils_path)
from qc_utils import (
load_datasets_and_shapefile,
run_comparison_analysis,
display_summary_tables,
plot_max_value_differences,
plot_max_nan_differences,
generate_qc_summary,
)
warnings.filterwarnings("ignore")
print(f"Reference file: {ref_file}")
print(f"New file: {new_file}")
print(f"Variables to compare: {variables}")
Reference file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/MPI-ESM1-2-HR/cffdrs_MPI-ESM1-2-HR_2031.nc New file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/MPI-ESM1-2-HR/cffdrs_MPI-ESM1-2-HR_2031.nc Variables to compare: ['ffmc', 'dmc', 'dc', 'isi', 'bui', 'fwi']
In [4]:
ds_ref, ds_new, gdf, bounds = load_datasets_and_shapefile(
ref_file, new_file, shapefile_path
)
Loading datasets...
Shapefile bounds: [-163.89285272 47.55902851 -55.58034561 69.00630609]
Dataset reference shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Dataset new shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Number of timesteps: 365
Timestep-by-Timestep Comparison¶
Comparing all timesteps to identify where differences occur.
In [5]:
comparison_results = run_comparison_analysis(ds_ref, ds_new, variables)
Comparing all timesteps... Analyzing FFMC...
Total timesteps: 365 Timesteps with differences: 365 Max absolute difference: 31.913382 Max NaN changes: 11 Analyzing DMC...
Total timesteps: 365 Timesteps with differences: 251 Max absolute difference: 0.163050 Max NaN changes: 0 Analyzing DC...
Total timesteps: 365 Timesteps with differences: 303 Max absolute difference: 0.000031 Max NaN changes: 0 Analyzing ISI...
Total timesteps: 365 Timesteps with differences: 365 Max absolute difference: 0.481424 Max NaN changes: 11 Analyzing BUI...
Total timesteps: 365 Timesteps with differences: 277 Max absolute difference: 0.120482 Max NaN changes: 0 Analyzing FWI...
Total timesteps: 365 Timesteps with differences: 365 Max absolute difference: 0.434794 Max NaN changes: 11 Comparison complete!
Summary Statistics for Differing Timesteps¶
Tables showing summary statistics for each timestep where differences were detected.
In [6]:
display_summary_tables(comparison_results, variables)
================================================================================
FFMC - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 84.199997 4.162000 84.199997 4.162000 0.000 502 0
2031-01-02 83.421997 6.566000 83.421997 6.566000 0.000 1195 0
2031-01-03 82.928001 8.086000 82.928001 8.086000 0.000 1734 0
2031-01-04 82.836998 8.132000 82.836998 8.132000 0.000 1889 0
2031-01-05 82.499001 9.165000 82.499001 9.165000 0.000 2059 0
2031-01-06 81.916000 10.746000 81.916000 10.746000 0.000 2765 0
2031-01-07 82.169998 9.966000 82.169998 9.966000 0.000 2759 0
2031-01-08 81.678001 11.858000 81.678001 11.858000 0.000 3449 0
2031-01-09 81.584999 12.367000 81.584999 12.367000 0.000 3482 0
2031-01-10 81.758003 11.593000 81.758003 11.593000 0.000 3416 0
2031-01-11 81.959000 11.036000 81.959000 11.036000 0.000 3226 0
2031-01-12 82.188004 10.654000 82.188004 10.654000 0.000 2896 0
2031-01-13 82.292999 10.376000 82.292999 10.376000 0.000 2890 0
2031-01-14 82.310997 10.275000 82.310997 10.275000 0.000 2842 0
2031-01-15 82.559998 9.448000 82.559998 9.448000 0.000 2734 0
2031-01-16 82.638000 9.333000 82.638000 9.333000 0.000 2621 0
2031-01-17 82.771004 9.014000 82.771004 9.014000 0.000 2377 0
2031-01-18 82.883003 9.331000 82.883003 9.331000 0.000 2333 0
2031-01-19 83.058998 9.410000 83.058998 9.410000 0.000 2274 0
2031-01-20 82.899002 9.982000 82.899002 9.982000 0.000 2536 0
2031-01-21 82.760002 10.245000 82.760002 10.245000 0.000 2713 0
2031-01-22 82.931000 9.876000 82.931000 9.876000 0.000 2667 0
2031-01-23 83.061996 9.633000 83.061996 9.633000 0.000 2517 0
2031-01-24 83.188004 9.623000 83.188004 9.623000 0.000 2327 0
2031-01-25 83.453003 9.176000 83.453003 9.176000 0.000 2215 0
2031-01-26 83.611000 8.818000 83.611000 8.818000 0.000 2344 0
2031-01-27 83.317001 9.662000 83.317001 9.662000 0.000 2490 0
2031-01-28 82.865997 10.890000 82.865997 10.890000 0.000 2947 0
2031-01-29 82.988998 10.598000 82.988998 10.598000 0.000 2953 0
2031-01-30 82.973000 10.759000 82.973000 10.759000 0.000 2827 0
2031-01-31 83.207001 10.000000 83.207001 10.000000 0.000 2760 0
2031-02-01 83.683998 8.649000 83.683998 8.649000 0.000 2394 0
2031-02-02 83.586998 9.592000 83.586998 9.592000 0.000 2373 0
2031-02-03 82.999001 11.181000 82.999001 11.181000 0.000 2959 0
2031-02-04 82.835999 11.724000 82.835999 11.724000 0.000 3377 0
2031-02-05 83.013000 11.489000 83.013000 11.489000 0.000 3235 0
2031-02-06 83.051003 11.195000 83.051003 11.195000 0.000 3472 0
2031-02-07 83.476997 9.917000 83.476997 9.917000 0.000 3355 0
2031-02-08 83.963997 8.566000 83.963997 8.566000 0.000 2929 0
2031-02-09 84.125000 8.663000 84.125000 8.663000 0.000 2613 0
2031-02-10 84.119003 8.800000 84.119003 8.800000 0.000 2301 0
2031-02-11 83.976997 9.570000 83.976997 9.570000 0.000 2282 0
2031-02-12 84.278000 8.661000 84.278000 8.661000 0.000 2088 0
2031-02-13 84.596001 7.731000 84.596001 7.731000 0.000 1864 0
2031-02-14 84.697998 7.746000 84.697998 7.746000 0.000 1732 0
2031-02-15 84.918999 7.146000 84.918999 7.146000 0.000 1567 0
2031-02-16 85.094002 6.653000 85.094002 6.653000 0.000 1338 0
2031-02-17 85.170998 6.517000 85.170998 6.517000 0.000 1408 0
2031-02-18 85.179001 6.652000 85.179001 6.652000 0.000 1309 0
2031-02-19 85.280998 6.526000 85.280998 6.526000 0.000 1260 0
2031-02-20 85.404999 6.240000 85.404999 6.240000 0.000 1130 0
2031-02-21 85.010002 8.167000 85.010002 8.167000 0.000 1519 0
2031-02-22 84.630997 9.481000 84.630997 9.481000 0.000 1870 0
2031-02-23 84.762001 8.862000 84.762001 8.862000 0.000 1967 0
2031-02-24 84.886002 8.733000 84.886002 8.733000 0.000 1888 0
2031-02-25 84.694000 9.337000 84.694000 9.337000 0.000 2095 0
2031-02-26 84.860001 8.922000 84.860001 8.922000 0.000 2021 0
2031-02-27 84.914001 9.379000 84.914001 9.379000 0.000 2032 0
2031-02-28 84.987999 9.415000 84.987999 9.415000 0.000 2009 0
2031-03-01 85.333000 8.411000 85.333000 8.411000 0.000 1855 0
2031-03-02 85.362999 8.306000 85.362999 8.306000 0.000 1834 0
2031-03-03 85.721001 7.207000 85.721001 7.207000 0.000 1672 0
2031-03-04 86.042000 6.263000 86.042000 6.263000 0.000 1495 0
2031-03-05 86.285004 5.552000 86.285004 5.552000 0.000 1211 0
2031-03-06 86.500000 4.968000 86.500000 4.968000 0.000 988 0
2031-03-07 86.517998 4.986000 86.517998 4.986000 0.000 833 0
2031-03-08 86.706001 4.606000 86.706001 4.606000 0.000 796 0
2031-03-09 86.707001 5.095000 86.707001 5.095000 0.000 843 0
2031-03-10 86.358002 6.504000 86.358002 6.504000 0.000 1168 0
2031-03-11 86.184998 7.356000 86.184998 7.356000 0.000 1425 0
2031-03-12 86.213997 7.578000 86.213997 7.578000 0.000 1475 0
2031-03-13 86.430000 6.812000 86.430000 6.812000 0.000 1363 0
2031-03-14 86.567001 6.515000 86.567001 6.515000 0.000 1280 0
2031-03-15 86.667000 6.410000 86.667000 6.410000 0.000 1121 0
2031-03-16 86.549004 7.363000 86.549004 7.363000 0.000 1272 0
2031-03-17 86.440002 8.144000 86.440002 8.144000 0.000 1466 0
2031-03-18 86.627998 7.261000 86.627998 7.261000 0.000 1410 0
2031-03-19 86.968002 5.828000 86.968002 5.828000 0.000 1225 0
2031-03-20 86.823997 6.227000 86.823997 6.227000 0.000 1326 0
2031-03-21 86.620003 7.090000 86.620003 7.090000 0.000 1486 0
2031-03-22 86.609001 7.584000 86.609001 7.584000 0.000 1611 0
2031-03-23 86.528999 7.988000 86.528999 7.988000 0.000 1756 0
2031-03-24 86.352997 8.349000 86.352997 8.349000 0.000 2027 0
2031-03-25 86.702003 7.324000 86.702003 7.324000 0.000 1868 0
2031-03-26 86.998001 6.699000 86.998001 6.699000 0.000 1499 0
2031-03-27 87.203003 6.501000 87.203003 6.501000 0.000 1366 0
2031-03-28 87.164001 6.846000 87.164001 6.846000 0.000 1395 0
2031-03-29 86.775002 8.330000 86.775002 8.330000 0.000 1765 0
2031-03-30 86.460999 9.526000 86.460999 9.526000 0.000 2175 0
2031-03-31 86.989998 8.047000 86.989998 8.047000 0.000 1942 0
2031-04-01 87.226997 7.683000 87.226997 7.683000 0.000 1738 0
2031-04-02 87.501999 7.036000 87.501999 7.036000 0.000 1562 0
2031-04-03 86.667999 9.623000 86.667999 9.623000 0.000 2205 0
2031-04-04 86.947998 9.105000 86.947998 9.105000 0.000 2261 0
2031-04-05 86.972000 9.210000 86.972000 9.210000 0.000 2236 0
2031-04-06 87.160004 8.732000 87.160004 8.732000 0.000 2252 0
2031-04-07 87.598999 7.726000 87.598999 7.726000 0.000 1900 0
2031-04-08 87.785004 7.502000 87.785004 7.502000 0.000 1732 0
2031-04-09 88.342003 5.804000 88.342003 5.804000 0.000 1320 0
2031-04-10 88.435997 5.837000 88.435997 5.837000 0.000 1298 0
2031-04-11 88.102997 7.582000 88.102997 7.582000 0.000 1606 0
2031-04-12 88.343002 6.699000 88.343002 6.699000 0.000 1449 0
2031-04-13 88.573997 6.227000 88.573997 6.227000 0.000 1412 0
2031-04-14 88.539001 6.464000 88.539001 6.464000 0.000 1406 0
2031-04-15 88.404999 7.029000 88.404999 7.029000 0.000 1497 0
2031-04-16 88.012001 8.492000 88.012001 8.492000 0.000 1983 0
2031-04-17 88.554001 6.627000 88.554001 6.627000 0.000 1435 0
2031-04-18 88.376999 7.001000 88.376999 7.001000 0.000 1674 0
2031-04-19 88.676003 6.069000 88.676003 6.069000 0.000 1288 0
2031-04-20 89.031998 5.163000 89.031998 5.163000 0.000 1030 0
2031-04-21 89.102997 5.470000 89.102997 5.470000 0.000 1015 0
2031-04-22 89.000000 6.643000 89.000000 6.643000 0.000 1244 0
2031-04-23 88.786003 7.518000 88.786003 7.518000 0.000 1514 0
2031-04-24 89.058998 6.026000 89.058998 6.026000 0.000 1227 0
2031-04-25 89.262001 5.396000 89.262001 5.396000 0.000 1125 0
2031-04-26 89.134003 6.143000 89.133003 6.144000 0.000 1391 3
2031-04-27 88.848999 7.238000 88.847000 7.245000 3.488 1755 6
2031-04-28 89.194000 6.689000 89.191002 6.699000 2.913 1442 6
2031-04-29 89.439003 5.882000 89.436996 5.873000 18.871 1265 11
2031-04-30 89.431000 6.644000 89.430000 6.597000 31.913 1288 11
2031-05-01 89.320000 7.040000 89.318001 7.038000 9.644 1463 11
2031-05-02 89.182999 6.972000 89.181000 6.975000 5.997 1714 11
2031-05-03 89.210999 6.895000 89.209000 6.899000 2.583 1772 11
2031-05-04 89.538002 6.001000 89.535004 6.007000 0.950 1461 11
2031-05-05 90.042000 4.326000 90.039001 4.335000 0.510 971 11
2031-05-06 89.973000 5.286000 89.971001 5.290000 0.318 1210 11
2031-05-07 89.942001 5.507000 89.941002 5.508000 0.164 1280 11
2031-05-08 89.817001 6.413000 89.816002 6.413000 0.128 1325 11
2031-05-09 89.917999 5.951000 89.917000 5.951000 0.128 1298 11
2031-05-10 89.667000 7.404000 89.667000 7.404000 0.049 1556 11
2031-05-11 89.489998 8.365000 89.488998 8.365000 0.017 1823 11
2031-05-12 89.823997 7.316000 89.822998 7.316000 0.015 1568 11
2031-05-13 89.799004 7.017000 89.797997 7.017000 0.015 1691 11
2031-05-14 89.414001 8.649000 89.413002 8.652000 0.002 2177 11
2031-05-15 89.583000 8.257000 89.579002 8.264000 0.000 2016 11
2031-05-16 89.880997 7.344000 89.876999 7.353000 0.000 1888 11
2031-05-17 89.902000 7.706000 89.898003 7.715000 0.000 1710 11
2031-05-18 90.378998 5.719000 90.375000 5.734000 0.000 1400 11
2031-05-19 90.461998 6.261000 90.459000 6.270000 0.000 1234 11
2031-05-20 90.438004 6.687000 90.434998 6.693000 0.000 1326 11
2031-05-21 90.358002 7.383000 90.355003 7.386000 0.000 1551 11
2031-05-22 90.307999 7.871000 90.306999 7.872000 4.984 1586 11
2031-05-23 89.999001 8.749000 89.998001 8.749000 0.000 1809 11
2031-05-24 90.380997 7.445000 90.378998 7.446000 0.000 1482 11
2031-05-25 90.421997 7.499000 90.418999 7.504000 0.000 1541 11
2031-05-26 90.246002 7.130000 90.242996 7.136000 0.000 1668 11
2031-05-27 90.171997 7.318000 90.169998 7.321000 0.000 1703 11
2031-05-28 89.642998 9.639000 89.641998 9.641000 0.000 2543 11
2031-05-29 89.959000 9.232000 89.958000 9.234000 0.000 2121 11
2031-05-30 90.116997 8.355000 90.115997 8.357000 0.000 2193 11
2031-05-31 90.737999 6.712000 90.737000 6.715000 0.000 1554 11
2031-06-01 91.041000 6.572000 91.040001 6.574000 0.000 1262 11
2031-06-02 91.141998 6.451000 91.141998 6.452000 0.000 1328 11
2031-06-03 90.867996 7.068000 90.865997 7.072000 0.000 1500 11
2031-06-04 90.179001 9.099000 90.175003 9.108000 0.000 2091 11
2031-06-05 90.292000 8.589000 90.288002 8.595000 0.000 2308 11
2031-06-06 90.486000 8.699000 90.484001 8.701000 0.000 1985 11
2031-06-07 90.601997 8.477000 90.600998 8.478000 0.000 2051 11
2031-06-08 90.676003 8.868000 90.672997 8.872000 0.000 1979 11
2031-06-09 90.901001 8.305000 90.899002 8.308000 0.000 1710 11
2031-06-10 90.960999 8.356000 90.958000 8.361000 3.885 1615 11
2031-06-11 90.880997 8.679000 90.876999 8.691000 4.361 1753 11
2031-06-12 90.932999 8.543000 90.928001 8.555000 1.972 1814 11
2031-06-13 90.611000 9.271000 90.603996 9.294000 1.656 2214 11
2031-06-14 90.554001 9.558000 90.550003 9.567000 2.747 2393 11
2031-06-15 90.319000 10.294000 90.316002 10.296000 2.504 2532 11
2031-06-16 90.738998 8.574000 90.737000 8.575000 1.847 2172 11
2031-06-17 91.084000 7.942000 91.083000 7.942000 0.580 2103 11
2031-06-18 91.068001 8.062000 91.065002 8.063000 8.470 2001 11
2031-06-19 90.846001 9.034000 90.844002 9.034000 9.199 2411 11
2031-06-20 90.849998 9.734000 90.849998 9.732000 6.196 2356 11
2031-06-21 90.964996 9.012000 90.961998 9.015000 2.002 2231 11
2031-06-22 91.185997 8.381000 91.183998 8.385000 1.426 1984 11
2031-06-23 91.265999 8.628000 91.262001 8.635000 0.902 2085 11
2031-06-24 91.591003 8.056000 91.586998 8.064000 0.746 1705 11
2031-06-25 92.065002 6.527000 92.063004 6.530000 0.487 1268 11
2031-06-26 92.283997 5.388000 92.282997 5.389000 0.257 1180 11
2031-06-27 92.274002 5.782000 92.269997 5.794000 0.135 1245 11
2031-06-28 92.237999 6.226000 92.233002 6.244000 0.065 1262 11
2031-06-29 92.625000 5.002000 92.622002 5.008000 0.030 976 11
2031-06-30 92.487999 6.107000 92.486000 6.108000 0.015 1134 11
2031-07-01 92.089996 7.310000 92.088997 7.310000 0.004 1470 11
2031-07-02 92.251999 6.766000 92.250999 6.768000 0.002 1338 11
2031-07-03 92.291000 6.960000 92.289001 6.961000 0.001 1542 11
2031-07-04 92.107002 7.560000 92.105003 7.563000 0.000 1984 11
2031-07-05 91.994003 7.986000 91.992996 7.986000 0.000 1948 11
2031-07-06 91.876999 8.475000 91.876999 8.475000 0.000 2034 11
2031-07-07 91.792000 8.758000 91.791000 8.758000 0.000 2153 11
2031-07-08 91.845001 8.439000 91.845001 8.439000 0.000 2017 11
2031-07-09 92.457001 6.891000 92.457001 6.891000 0.000 1594 11
2031-07-10 92.426003 7.113000 92.426003 7.113000 0.000 1928 11
2031-07-11 92.108002 8.501000 92.108002 8.501000 0.000 2164 11
2031-07-12 91.945999 9.040000 91.945000 9.041000 0.000 2195 11
2031-07-13 92.086998 8.640000 92.084000 8.644000 0.000 2092 11
2031-07-14 92.475998 7.055000 92.474998 7.057000 0.000 1811 11
2031-07-15 92.401001 7.330000 92.399002 7.331000 0.000 2023 11
2031-07-16 92.806999 6.700000 92.806000 6.700000 0.000 1588 11
2031-07-17 92.754997 6.918000 92.753998 6.918000 0.000 1582 11
2031-07-18 92.501999 7.862000 92.500999 7.863000 0.000 1941 11
2031-07-19 91.973999 9.468000 91.973000 9.468000 0.000 2607 11
2031-07-20 92.198997 8.913000 92.196999 8.914000 0.000 2412 11
2031-07-21 92.466003 8.218000 92.464996 8.219000 0.000 2116 11
2031-07-22 92.292999 8.874000 92.292000 8.874000 0.000 2140 11
2031-07-23 92.478996 8.528000 92.477997 8.528000 0.000 2118 11
2031-07-24 93.022003 7.222000 93.021004 7.222000 0.000 1555 11
2031-07-25 93.035004 7.727000 93.033997 7.727000 0.000 1551 11
2031-07-26 92.917000 8.073000 92.917000 8.073000 0.000 1736 11
2031-07-27 92.654999 8.595000 92.654999 8.595000 0.000 2034 11
2031-07-28 92.657997 8.732000 92.656998 8.732000 0.000 2087 11
2031-07-29 92.733002 8.483000 92.731003 8.485000 0.000 2034 11
2031-07-30 92.510002 9.134000 92.507004 9.140000 0.000 2385 11
2031-07-31 92.537003 9.459000 92.533997 9.463000 0.000 2296 11
2031-08-01 92.885002 8.694000 92.884003 8.694000 0.000 2015 11
2031-08-02 93.311996 7.470000 93.310997 7.471000 0.000 1707 11
2031-08-03 93.667999 7.064000 93.667000 7.064000 0.000 1315 11
2031-08-04 93.779999 6.938000 93.778999 6.938000 0.000 1279 11
2031-08-05 93.939003 6.690000 93.938004 6.690000 0.000 1268 11
2031-08-06 93.899002 6.586000 93.899002 6.586000 0.000 1354 11
2031-08-07 93.332001 8.582000 93.331001 8.582000 0.000 2341 11
2031-08-08 93.549004 7.620000 93.547997 7.624000 0.000 2005 11
2031-08-09 94.046997 6.659000 94.045998 6.660000 0.000 1477 11
2031-08-10 94.155998 6.562000 94.155998 6.562000 0.000 1273 11
2031-08-11 93.967003 7.118000 93.966003 7.118000 0.000 1506 11
2031-08-12 94.210999 6.350000 94.210999 6.350000 0.000 1582 11
2031-08-13 94.421997 6.140000 94.421997 6.140000 0.000 1184 11
2031-08-14 94.449997 6.177000 94.448997 6.177000 0.000 1049 11
2031-08-15 94.481003 5.762000 94.480003 5.762000 0.000 1032 11
2031-08-16 94.223999 7.123000 94.223999 7.123000 0.000 1784 11
2031-08-17 94.323997 7.457000 94.322998 7.457000 0.000 1500 11
2031-08-18 94.190002 8.216000 94.189003 8.217000 0.000 1491 11
2031-08-19 94.051003 8.119000 94.049004 8.120000 0.000 1601 11
2031-08-20 93.838997 8.995000 93.835999 8.999000 0.000 1987 11
2031-08-21 93.106003 11.152000 93.101997 11.158000 0.000 2947 11
2031-08-22 93.109001 10.788000 93.105003 10.796000 0.000 2842 11
2031-08-23 93.583000 10.326000 93.580002 10.332000 0.000 2185 11
2031-08-24 93.889000 9.287000 93.885002 9.292000 0.000 1984 11
2031-08-25 93.530998 10.162000 93.528999 10.164000 2.299 2484 11
2031-08-26 92.931000 12.028000 92.929001 12.030000 1.060 2941 11
2031-08-27 93.454002 10.611000 93.448997 10.623000 0.726 2665 11
2031-08-28 93.699997 9.967000 93.695000 9.979000 0.263 2294 11
2031-08-29 93.966003 9.508000 93.961998 9.515000 0.039 1992 11
2031-08-30 94.052002 9.727000 94.045998 9.740000 0.013 1932 11
2031-08-31 93.891998 10.214000 93.886002 10.226000 0.002 2327 11
2031-09-01 93.708000 10.747000 93.704002 10.754000 0.000 2495 11
2031-09-02 93.547997 11.743000 93.545998 11.745000 0.000 2804 11
2031-09-03 93.203003 12.859000 93.198997 12.865000 0.000 3151 11
2031-09-04 93.195000 12.662000 93.189003 12.674000 0.000 3266 11
2031-09-05 93.492996 11.980000 93.489998 11.985000 0.000 2808 11
2031-09-06 93.623001 11.849000 93.620003 11.852000 0.000 2874 11
2031-09-07 93.456001 12.053000 93.454002 12.054000 0.000 2973 11
2031-09-08 93.372002 12.483000 93.370003 12.486000 0.000 3154 11
2031-09-09 93.425003 12.376000 93.420998 12.383000 0.000 3301 11
2031-09-10 93.580002 12.532000 93.577003 12.535000 0.000 2963 11
2031-09-11 93.461998 12.784000 93.459999 12.786000 0.000 3166 11
2031-09-12 93.367996 13.235000 93.366997 13.235000 0.000 3402 11
2031-09-13 93.749001 12.319000 93.748001 12.319000 0.000 2807 11
2031-09-14 93.639000 12.360000 93.638000 12.359000 0.000 3245 11
2031-09-15 93.517998 12.671000 93.516998 12.671000 0.000 3400 11
2031-09-16 93.693001 12.744000 93.692001 12.744000 0.000 3046 11
2031-09-17 93.889000 11.933000 93.888000 11.933000 0.000 2792 11
2031-09-18 93.462997 13.171000 93.461998 13.171000 0.000 3251 11
2031-09-19 93.245003 14.032000 93.242996 14.033000 0.000 3452 11
2031-09-20 93.080002 14.604000 93.075996 14.610000 0.000 3506 11
2031-09-21 92.866997 15.247000 92.863998 15.251000 0.000 4124 11
2031-09-22 92.636002 16.073000 92.629997 16.080999 0.000 4371 11
2031-09-23 92.852997 15.704000 92.847000 15.713000 0.000 4251 11
2031-09-24 93.296997 14.762000 93.292999 14.767000 0.000 4021 11
2031-09-25 93.424004 14.517000 93.420998 14.519000 0.000 3689 11
2031-09-26 94.251999 12.395000 94.250000 12.396000 0.000 3006 11
2031-09-27 95.098000 10.159000 95.096001 10.161000 0.000 2028 11
2031-09-28 94.738998 11.499000 94.737999 11.500000 0.000 2397 11
2031-09-29 93.591003 14.868000 93.586998 14.871000 0.000 3276 11
2031-09-30 93.160004 16.292999 93.154999 16.299999 0.000 3757 11
2031-10-01 93.523003 15.337000 93.516998 15.346000 0.000 3723 11
2031-10-02 93.644997 14.790000 93.639999 14.797000 0.000 3780 11
2031-10-03 93.942001 14.246000 93.938004 14.251000 0.000 3756 11
2031-10-04 94.039001 14.152000 94.031998 14.165000 0.000 3680 11
2031-10-05 94.330002 13.218000 94.324997 13.225000 0.000 3441 11
2031-10-06 93.933998 14.532000 93.929001 14.540000 0.000 3404 11
2031-10-07 94.213997 14.204000 94.208000 14.214000 0.000 3165 11
2031-10-08 94.282997 14.688000 94.278000 14.696000 0.000 3155 11
2031-10-09 94.698997 13.689000 94.694000 13.697000 0.000 3075 11
2031-10-10 94.852997 13.213000 94.847000 13.223000 0.000 2967 11
2031-10-11 94.808998 13.319000 94.805000 13.324000 0.000 3176 11
2031-10-12 95.175003 12.534000 95.171997 12.539000 0.000 2842 11
2031-10-13 95.307999 12.310000 95.304001 12.315000 0.000 2596 11
2031-10-14 94.825996 13.731000 94.822998 13.733000 0.000 2866 11
2031-10-15 94.311996 14.881000 94.309998 14.881000 0.000 3141 11
2031-10-16 94.258003 15.345000 94.255997 15.346000 0.000 3252 11
2031-10-17 94.842003 13.828000 94.839996 13.831000 0.000 3130 11
2031-10-18 94.085999 16.010000 94.080002 16.018999 0.000 3969 11
2031-10-19 94.347000 15.932000 94.341003 15.943000 0.000 3591 11
2031-10-20 94.911003 14.458000 94.905998 14.466000 0.000 3335 11
2031-10-21 95.161003 13.590000 95.155998 13.599000 0.000 3163 11
2031-10-22 95.142998 13.396000 95.139000 13.402000 0.000 3110 11
2031-10-23 95.209999 13.312000 95.206001 13.316000 0.000 2861 11
2031-10-24 94.343002 15.986000 94.337997 15.994000 0.000 3519 11
2031-10-25 93.893997 17.362000 93.889000 17.368000 0.000 3837 11
2031-10-26 94.011002 16.839001 94.007004 16.844000 0.000 4075 11
2031-10-27 94.154999 16.663000 94.150002 16.667999 0.000 4306 11
2031-10-28 93.889999 17.518999 93.883003 17.531000 0.000 4704 11
2031-10-29 94.122002 16.802999 94.115997 16.811001 0.000 4392 11
2031-10-30 94.542000 16.194000 94.537003 16.201000 0.000 3990 11
2031-10-31 94.800003 15.794000 94.795998 15.798000 0.000 3561 11
2031-11-01 94.873001 15.336000 94.867996 15.344000 0.000 3544 11
2031-11-02 94.904999 15.345000 94.898003 15.355000 0.000 3921 11
2031-11-03 95.021004 15.167000 95.015999 15.174000 0.000 3607 11
2031-11-04 95.216003 14.837000 95.211998 14.842000 0.000 3427 11
2031-11-05 95.383003 14.519000 95.378998 14.524000 0.000 3374 11
2031-11-06 95.436996 14.820000 95.433998 14.823000 0.000 3278 11
2031-11-07 94.952003 16.256001 94.947998 16.259001 0.000 3703 11
2031-11-08 95.382004 15.112000 95.378998 15.114000 0.000 3657 11
2031-11-09 96.120003 13.064000 96.116997 13.066000 0.000 3268 11
2031-11-10 96.474998 12.248000 96.471001 12.255000 0.000 2831 11
2031-11-11 96.603996 12.205000 96.598999 12.212000 0.000 2524 11
2031-11-12 96.918999 11.471000 96.914001 11.482000 0.000 2103 11
2031-11-13 96.873001 11.972000 96.869003 11.981000 0.000 1945 11
2031-11-14 96.741997 12.457000 96.737000 12.467000 0.000 2046 11
2031-11-15 96.349998 13.714000 96.345001 13.723000 0.000 2312 11
2031-11-16 96.459999 13.374000 96.455002 13.382000 0.000 2390 11
2031-11-17 96.739998 12.443000 96.736000 12.450000 0.000 2133 11
2031-11-18 97.013000 11.520000 97.009003 11.527000 0.000 1962 11
2031-11-19 97.044998 11.553000 97.041000 11.560000 0.000 1793 11
2031-11-20 96.643997 12.968000 96.639999 12.974000 0.000 1949 11
2031-11-21 96.488998 13.595000 96.483002 13.607000 0.000 1947 11
2031-11-22 95.778000 15.677000 95.771004 15.691000 0.000 2619 11
2031-11-23 95.838997 15.236000 95.833000 15.248000 0.000 2834 11
2031-11-24 95.723000 15.439000 95.716003 15.453000 0.000 2953 11
2031-11-25 95.549004 15.748000 95.542000 15.759000 0.000 3322 11
2031-11-26 95.642998 15.463000 95.636002 15.478000 0.000 3318 11
2031-11-27 95.795998 14.880000 95.789001 14.893000 0.000 3232 11
2031-11-28 95.127998 16.701000 95.122002 16.709000 0.000 3802 11
2031-11-29 94.821999 17.357000 94.817001 17.364000 0.000 3923 11
2031-11-30 95.175003 16.621000 95.168999 16.628000 0.000 3881 11
2031-12-01 95.614998 15.309000 95.610001 15.315000 0.000 3622 11
2031-12-02 96.014999 14.056000 96.011002 14.061000 0.000 3282 11
2031-12-03 95.307999 16.025000 95.305000 16.028000 0.000 3686 11
2031-12-04 95.154999 16.617001 95.151001 16.620001 0.000 3828 11
2031-12-05 95.252998 16.059999 95.250000 16.063000 0.000 3759 11
2031-12-06 94.903000 17.112000 94.897003 17.120001 0.000 4199 11
2031-12-07 94.960999 17.025000 94.956001 17.031000 0.000 4085 11
2031-12-08 95.302002 16.183001 95.296997 16.188999 0.000 3884 11
2031-12-09 95.433998 15.803000 95.430000 15.808000 0.000 3622 11
2031-12-10 95.789001 14.691000 95.783997 14.697000 0.000 3222 11
2031-12-11 95.754997 14.723000 95.750000 14.729000 0.000 3192 11
2031-12-12 95.856003 14.450000 95.851997 14.455000 0.000 3062 11
2031-12-13 95.887001 14.473000 95.882004 14.480000 0.000 2931 11
2031-12-14 95.612000 15.507000 95.608002 15.512000 0.000 2949 11
2031-12-15 95.440002 15.826000 95.435997 15.829000 0.000 3057 11
2031-12-16 95.287003 16.124001 95.282997 16.127001 0.000 3091 11
2031-12-17 94.852997 17.403999 94.848999 17.408001 0.000 3424 11
2031-12-18 94.581001 18.129000 94.577003 18.132000 0.000 3827 11
2031-12-19 94.375999 18.323999 94.373001 18.327000 0.000 4335 11
2031-12-20 94.242996 18.724001 94.239998 18.726000 0.000 4632 11
2031-12-21 94.564003 17.907000 94.559998 17.910000 0.000 4501 11
2031-12-22 94.846001 17.212000 94.841003 17.216999 0.000 4110 11
2031-12-23 94.633003 17.806999 94.628998 17.809999 0.000 4092 11
2031-12-24 94.585999 17.788000 94.583000 17.791000 0.000 4026 11
2031-12-25 95.135002 16.211000 95.130997 16.214001 0.000 3752 11
2031-12-26 95.017998 16.504999 95.014999 16.507999 0.000 3739 11
2031-12-27 95.045998 16.488001 95.042999 16.490999 0.000 3493 11
2031-12-28 94.717003 17.521000 94.711998 17.527000 0.000 3844 11
2031-12-29 94.559998 17.797001 94.556000 17.799999 0.000 3902 11
2031-12-30 94.707001 17.291000 94.703003 17.292999 0.000 3737 11
2031-12-31 94.961998 16.565001 94.958000 16.568001 0.000 3611 11
================================================================================
DMC - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 5.755000 0.696000 5.755000 0.696000 0.000 49 0
2031-01-02 5.303000 1.173000 5.303000 1.173000 0.000 49 0
2031-01-03 4.842000 1.610000 4.842000 1.610000 0.000 49 0
2031-01-04 4.620000 1.841000 4.620000 1.841000 0.000 49 0
2031-01-05 4.278000 1.954000 4.278000 1.954000 0.000 48 0
2031-01-06 3.750000 2.071000 3.750000 2.071000 0.000 44 0
2031-01-07 3.559000 2.148000 3.559000 2.148000 0.000 41 0
2031-01-08 3.193000 2.383000 3.193000 2.383000 0.000 30 0
2031-01-09 2.902000 2.515000 2.902000 2.515000 0.000 22 0
2031-01-10 2.749000 2.457000 2.749000 2.457000 0.000 22 0
2031-01-11 2.616000 2.431000 2.616000 2.431000 0.000 21 0
2031-01-12 2.555000 2.457000 2.555000 2.457000 0.000 21 0
2031-01-13 2.517000 2.453000 2.517000 2.453000 0.000 21 0
2031-01-14 2.454000 2.408000 2.454000 2.408000 0.000 21 0
2031-01-15 2.401000 2.361000 2.401000 2.361000 0.000 21 0
2031-01-16 2.208000 2.223000 2.208000 2.223000 0.000 20 0
2031-01-17 2.076000 2.118000 2.076000 2.118000 0.000 20 0
2031-01-18 1.826000 1.945000 1.826000 1.945000 0.000 20 0
2031-01-19 1.597000 1.766000 1.597000 1.766000 0.000 19 0
2031-01-20 1.469000 1.707000 1.469000 1.707000 0.000 18 0
2031-01-21 1.389000 1.704000 1.389000 1.704000 0.000 16 0
2031-01-22 1.366000 1.689000 1.366000 1.689000 0.000 16 0
2031-01-23 1.299000 1.654000 1.299000 1.654000 0.000 16 0
2031-01-24 1.220000 1.565000 1.220000 1.565000 0.000 16 0
2031-01-25 1.205000 1.559000 1.205000 1.559000 0.000 16 0
2031-01-26 1.196000 1.562000 1.196000 1.562000 0.000 16 0
2031-01-27 1.003000 1.413000 1.003000 1.413000 0.000 16 0
2031-01-28 0.789000 1.253000 0.789000 1.253000 0.000 15 0
2031-01-29 0.777000 1.253000 0.777000 1.253000 0.000 15 0
2031-01-30 0.751000 1.247000 0.751000 1.247000 0.000 15 0
2031-01-31 0.723000 1.237000 0.723000 1.237000 0.000 15 0
2031-02-01 0.715000 1.228000 0.715000 1.228000 0.000 15 0
2031-02-02 0.706000 1.221000 0.706000 1.221000 0.000 15 0
2031-02-03 0.500000 0.997000 0.500000 0.997000 0.000 9 0
2031-02-04 0.449000 0.967000 0.449000 0.967000 0.000 7 0
2031-02-05 0.446000 0.969000 0.446000 0.969000 0.000 7 0
2031-02-06 0.393000 0.902000 0.393000 0.902000 0.000 7 0
2031-02-07 0.370000 0.875000 0.370000 0.875000 0.000 7 0
2031-02-08 0.365000 0.873000 0.365000 0.873000 0.000 7 0
2031-02-09 0.354000 0.864000 0.354000 0.864000 0.000 7 0
2031-02-10 0.277000 0.700000 0.277000 0.700000 0.000 7 0
2031-02-11 0.273000 0.699000 0.273000 0.699000 0.000 7 0
2031-02-12 0.274000 0.698000 0.274000 0.698000 0.000 7 0
2031-02-13 0.270000 0.698000 0.270000 0.698000 0.000 7 0
2031-02-14 0.268000 0.699000 0.268000 0.699000 0.000 7 0
2031-02-15 0.268000 0.699000 0.268000 0.699000 0.000 7 0
2031-02-16 0.268000 0.699000 0.268000 0.699000 0.000 7 0
2031-02-17 0.267000 0.698000 0.267000 0.698000 0.000 7 0
2031-02-18 0.258000 0.692000 0.258000 0.692000 0.000 7 0
2031-02-19 0.256000 0.682000 0.256000 0.682000 0.000 7 0
2031-02-20 0.256000 0.682000 0.256000 0.682000 0.000 7 0
2031-02-21 0.246000 0.667000 0.246000 0.667000 0.000 7 0
2031-02-22 0.243000 0.663000 0.243000 0.663000 0.000 7 0
2031-02-23 0.236000 0.655000 0.236000 0.655000 0.000 7 0
2031-02-24 0.223000 0.642000 0.223000 0.642000 0.000 6 0
2031-02-25 0.216000 0.640000 0.216000 0.640000 0.000 6 0
2031-02-26 0.198000 0.606000 0.198000 0.606000 0.000 6 0
2031-02-27 0.190000 0.601000 0.190000 0.601000 0.000 6 0
2031-02-28 0.181000 0.586000 0.181000 0.586000 0.000 6 0
2031-03-01 0.179000 0.586000 0.179000 0.586000 0.000 6 0
2031-03-02 0.181000 0.585000 0.181000 0.585000 0.000 6 0
2031-03-03 0.182000 0.586000 0.182000 0.586000 0.000 6 0
2031-03-04 0.182000 0.586000 0.182000 0.586000 0.000 6 0
2031-03-05 0.182000 0.586000 0.182000 0.586000 0.000 6 0
2031-03-06 0.182000 0.584000 0.182000 0.584000 0.000 6 0
2031-03-07 0.181000 0.584000 0.181000 0.584000 0.000 6 0
2031-03-08 0.182000 0.580000 0.182000 0.580000 0.000 6 0
2031-03-09 0.199000 0.581000 0.199000 0.581000 0.000 6 0
2031-03-10 0.211000 0.586000 0.211000 0.586000 0.000 6 0
2031-03-11 0.207000 0.576000 0.207000 0.576000 0.000 6 0
2031-03-12 0.206000 0.577000 0.206000 0.577000 0.000 6 0
2031-03-13 0.214000 0.576000 0.214000 0.576000 0.000 6 0
2031-03-14 0.213000 0.577000 0.213000 0.577000 0.000 6 0
2031-03-15 0.213000 0.578000 0.213000 0.578000 0.000 6 0
2031-03-16 0.206000 0.573000 0.206000 0.573000 0.000 6 0
2031-03-17 0.197000 0.544000 0.197000 0.544000 0.000 6 0
2031-03-18 0.205000 0.548000 0.205000 0.548000 0.000 6 0
2031-03-19 0.224000 0.553000 0.224000 0.553000 0.000 6 0
2031-03-20 0.266000 0.554000 0.266000 0.554000 0.000 6 0
2031-03-21 0.333000 0.550000 0.333000 0.550000 0.000 6 0
2031-03-22 0.379000 0.583000 0.379000 0.583000 0.000 6 0
2031-03-23 0.431000 0.623000 0.431000 0.623000 0.000 6 0
2031-03-24 0.475000 0.683000 0.475000 0.683000 0.000 4 0
2031-03-25 0.615000 0.791000 0.615000 0.791000 0.000 3 0
2031-03-26 0.769000 0.940000 0.769000 0.940000 0.000 3 0
2031-03-27 0.994000 1.219000 0.994000 1.219000 0.000 1 0
2031-03-28 1.226000 1.583000 1.226000 1.583000 0.000 1 0
2031-03-29 1.441000 1.978000 1.441000 1.978000 0.000 1 0
2031-03-30 1.648000 2.460000 1.648000 2.460000 0.000 1 0
2031-03-31 2.031000 3.005000 2.031000 3.005000 0.000 1 0
2031-04-01 2.533000 3.822000 2.533000 3.822000 0.000 1 0
2031-04-02 3.046000 4.555000 3.046000 4.555000 0.000 1 0
2031-04-03 3.360000 5.280000 3.360000 5.280000 0.000 1 0
2031-04-04 3.962000 6.036000 3.962000 6.036000 0.000 1 0
2031-04-05 4.598000 6.986000 4.598000 6.986000 0.000 1 0
2031-04-06 5.197000 7.868000 5.197000 7.868000 0.000 1 0
2031-04-07 5.916000 8.670000 5.916000 8.670000 0.000 1 0
2031-04-29 18.079000 16.191999 18.079000 16.191999 0.024 40 0
2031-04-30 19.607000 17.292000 19.607000 17.291000 0.163 51 0
2031-05-01 20.774000 18.643000 20.774000 18.643000 0.032 26 0
2031-05-02 20.857000 18.982000 20.857000 18.981001 0.032 26 0
2031-05-03 20.472000 17.938999 20.472000 17.938999 0.032 26 0
2031-05-04 20.969999 17.445000 20.971001 17.445000 0.032 26 0
2031-05-05 22.813999 18.007000 22.813999 18.007000 0.032 26 0
2031-05-06 23.836000 18.445000 23.836000 18.445000 0.032 26 0
2031-05-07 24.731001 19.108999 24.731001 19.108999 0.032 26 0
2031-05-08 25.600000 20.462000 25.600000 20.462000 0.032 26 0
2031-05-09 26.628000 21.054001 26.628000 21.054001 0.032 26 0
2031-05-10 26.775999 22.004000 26.775999 22.004000 0.032 26 0
2031-05-11 27.534000 22.885000 27.534000 22.885000 0.032 26 0
2031-05-12 29.347000 24.122000 29.348000 24.122000 0.032 26 0
2031-05-13 28.780001 22.924000 28.780001 22.924000 0.032 26 0
2031-05-14 26.080999 21.514000 26.080999 21.514000 0.018 26 0
2031-05-15 26.299000 22.743000 26.299000 22.743000 0.008 26 0
2031-05-16 27.590000 24.403999 27.590000 24.403999 0.008 26 0
2031-05-17 28.594999 25.740999 28.594999 25.740999 0.008 26 0
2031-05-18 30.514000 26.979000 30.514000 26.979000 0.008 26 0
2031-05-19 31.721001 27.750000 31.721001 27.750000 0.008 26 0
2031-05-20 32.936001 29.270000 32.936001 29.270000 0.008 26 0
2031-05-21 33.685001 30.778999 33.685001 30.778999 0.008 26 0
2031-05-22 34.015999 31.350000 34.015999 31.350000 0.044 27 0
2031-05-23 32.938000 30.406000 32.938000 30.406000 0.008 26 0
2031-05-24 33.844002 29.908001 33.844002 29.908001 0.004 26 0
2031-05-25 34.299999 30.367001 34.299999 30.367001 0.004 26 0
2031-05-26 33.615002 30.174999 33.615002 30.174999 0.004 26 0
2031-05-27 33.535000 30.771999 33.535000 30.771999 0.003 26 0
2031-05-28 31.955999 32.175999 31.955999 32.175999 0.003 26 0
2031-05-29 31.420000 30.549999 31.420000 30.549999 0.002 26 0
2031-05-30 31.547001 31.586000 31.547001 31.586000 0.001 26 0
2031-05-31 33.183998 32.493000 33.183998 32.493000 0.001 26 0
2031-06-01 35.023998 33.483002 35.023998 33.483002 0.001 20 0
2031-06-02 36.556999 33.523998 36.556999 33.523998 0.001 20 0
2031-06-03 37.494999 34.150002 37.494999 34.150002 0.001 20 0
2031-06-04 36.384998 35.995998 36.384998 35.995998 0.001 20 0
2031-06-05 35.313999 36.193001 35.313999 36.193001 0.001 20 0
2031-06-06 35.158001 36.247002 35.158001 36.247002 0.001 20 0
2031-06-07 35.044998 37.313999 35.044998 37.313999 0.001 20 0
2031-06-08 35.523998 38.307999 35.523998 38.307999 0.001 20 0
2031-06-09 36.125999 37.455002 36.125999 37.455002 0.001 20 0
2031-06-10 37.480999 38.576000 37.480999 38.576000 0.035 22 0
2031-06-11 38.269001 39.584000 38.269001 39.584000 0.029 25 0
2031-06-12 39.604000 40.825001 39.604000 40.825001 0.029 24 0
2031-06-13 39.077999 42.097000 39.077999 42.097000 0.026 23 0
2031-06-14 37.742001 42.536999 37.742001 42.536999 0.028 25 0
2031-06-15 33.953999 39.053001 33.953999 39.053001 0.026 22 0
2031-06-16 29.848000 29.552000 29.848000 29.552000 0.026 22 0
2031-06-17 30.221001 30.191999 30.221001 30.191999 0.015 22 0
2031-06-18 29.347000 27.851000 29.347000 27.851000 0.071 30 0
2031-06-19 28.829000 28.580999 28.829000 28.580999 0.056 29 0
2031-06-20 27.711000 27.004999 27.711000 27.004999 0.102 30 0
2031-06-21 28.341999 27.850000 28.341999 27.850000 0.082 30 0
2031-06-22 29.091999 28.829000 29.091999 28.829000 0.082 29 0
2031-06-23 29.562000 29.843000 29.562000 29.843000 0.082 29 0
2031-06-24 30.917000 31.011000 30.917000 31.011000 0.082 29 0
2031-06-25 33.389000 31.972000 33.389000 31.972000 0.082 29 0
2031-06-26 33.104000 28.955000 33.104000 28.955000 0.082 29 0
2031-06-27 33.521999 29.309999 33.521999 29.309999 0.082 28 0
2031-06-28 33.050999 27.223000 33.050999 27.223000 0.082 29 0
2031-06-29 33.221001 21.919001 33.221001 21.919001 0.082 28 0
2031-06-30 34.396999 22.518000 34.396999 22.518000 0.082 28 0
2031-07-01 35.007999 24.309000 35.007999 24.309000 0.082 30 0
2031-07-02 36.402000 26.038000 36.402000 26.038000 0.053 28 0
2031-07-03 36.506001 25.840000 36.506001 25.840000 0.030 29 0
2031-07-04 33.223999 23.481001 33.223999 23.481001 0.017 28 0
2031-07-05 31.021999 22.214001 31.021999 22.214001 0.017 28 0
2031-07-06 29.966000 21.607000 29.966000 21.607000 0.017 28 0
2031-07-07 29.707001 22.301001 29.707001 22.301001 0.017 28 0
2031-07-08 29.537001 23.110001 29.537001 23.110001 0.017 30 0
2031-07-09 30.575001 23.334000 30.575001 23.334000 0.017 28 0
2031-07-10 31.177999 25.049999 31.177999 25.049999 0.017 26 0
2031-07-11 30.648001 26.145000 30.648001 26.145000 0.017 28 0
2031-07-12 29.849001 27.275000 29.849001 27.275000 0.017 29 0
2031-07-13 28.618999 27.136999 28.618999 27.136999 0.017 26 0
2031-07-14 27.957001 26.804001 27.957001 26.804001 0.015 28 0
2031-07-15 26.594000 26.417999 26.594000 26.417999 0.009 28 0
2031-07-16 27.298000 26.204000 27.298000 26.204000 0.009 29 0
2031-07-17 26.770000 24.797001 26.770000 24.797001 0.009 27 0
2031-07-18 25.945000 24.219000 25.945000 24.219000 0.009 27 0
2031-07-19 23.247000 22.714001 23.247000 22.714001 0.005 27 0
2031-07-20 22.169001 22.799000 22.169001 22.799000 0.005 26 0
2031-07-21 21.877001 21.750000 21.877001 21.750000 0.003 26 0
2031-07-22 20.785999 19.046000 20.785999 19.046000 0.003 27 0
2031-07-23 20.851999 19.438999 20.851999 19.438999 0.003 25 0
2031-07-24 22.112000 20.291000 22.112000 20.291000 0.003 24 0
2031-07-25 23.082001 21.132999 23.082001 21.132999 0.003 25 0
2031-07-26 23.195999 20.478001 23.195999 20.478001 0.003 25 0
2031-07-27 22.367001 20.531000 22.367001 20.531000 0.002 24 0
2031-07-28 21.900999 20.785000 21.900999 20.785000 0.001 24 0
2031-07-29 21.565001 20.889000 21.565001 20.889000 0.001 23 0
2031-07-30 19.907000 16.711000 19.907000 16.711000 0.001 24 0
2031-07-31 18.813999 14.493000 18.813999 14.493000 0.001 21 0
2031-08-01 18.895000 14.506000 18.895000 14.506000 0.001 20 0
2031-08-02 18.669001 13.827000 18.669001 13.827000 0.000 21 0
2031-08-03 19.919001 14.422000 19.919001 14.422000 0.000 21 0
2031-08-04 21.184000 15.157000 21.184000 15.157000 0.000 21 0
2031-08-05 22.712000 15.872000 22.712000 15.872000 0.000 19 0
2031-08-06 23.478001 16.790001 23.478001 16.790001 0.000 19 0
2031-08-07 22.304001 18.122000 22.304001 18.122000 0.000 19 0
2031-08-08 20.804001 16.298000 20.804001 16.298000 0.000 16 0
2031-08-09 22.297001 16.656000 22.297001 16.656000 0.000 16 0
2031-08-10 23.771000 17.232000 23.771000 17.232000 0.000 17 0
2031-08-11 23.622999 16.459000 23.622999 16.459000 0.000 14 0
2031-08-12 23.900000 17.472000 23.900000 17.472000 0.000 17 0
2031-08-13 25.469000 18.568001 25.469000 18.568001 0.000 13 0
2031-08-14 26.965000 19.525999 26.965000 19.525999 0.000 13 0
2031-08-15 26.877001 18.980000 26.877001 18.980000 0.000 15 0
2031-08-16 26.665001 20.416000 26.665001 20.416000 0.000 9 0
2031-08-17 27.816999 21.910000 27.816999 21.910000 0.000 12 0
2031-08-18 28.105000 22.539000 28.105000 22.539000 0.000 7 0
2031-08-19 27.632999 22.000999 27.632999 22.000999 0.000 10 0
2031-08-20 23.909000 16.180000 23.909000 16.180000 0.000 9 0
2031-08-21 20.200001 14.707000 20.200001 14.707000 0.000 6 0
2031-08-22 18.823999 15.416000 18.823999 15.416000 0.000 14 0
2031-08-23 18.976000 15.939000 18.976000 15.939000 0.000 8 0
2031-08-24 18.749001 15.470000 18.749001 15.470000 0.000 9 0
2031-08-25 16.035999 11.949000 16.035999 11.949000 0.037 11 0
2031-08-26 14.196000 10.923000 14.196000 10.923000 0.028 9 0
2031-08-27 14.526000 11.643000 14.526000 11.643000 0.028 14 0
2031-08-28 14.575000 12.207000 14.575000 12.207000 0.028 10 0
2031-08-29 15.060000 12.989000 15.060000 12.989000 0.021 11 0
2031-08-30 15.529000 12.780000 15.529000 12.780000 0.021 13 0
2031-08-31 15.182000 12.487000 15.182000 12.487000 0.012 12 0
2031-09-01 14.803000 13.219000 14.803000 13.219000 0.007 8 0
2031-09-02 13.645000 12.391000 13.645000 12.391000 0.004 18 0
2031-09-03 12.565000 12.032000 12.565000 12.032000 0.003 9 0
2031-09-04 12.137000 12.633000 12.137000 12.633000 0.002 11 0
2031-09-05 11.971000 12.531000 11.971000 12.531000 0.000 8 0
2031-09-06 11.967000 12.772000 11.967000 12.772000 0.000 7 0
2031-09-07 11.040000 12.290000 11.040000 12.290000 0.000 5 0
2031-09-08 10.313000 11.527000 10.313000 11.527000 0.000 4 0
2031-09-09 9.865000 11.216000 9.865000 11.216000 0.000 5 0
2031-09-10 9.537000 10.692000 9.537000 10.692000 0.000 4 0
2031-09-11 9.271000 10.539000 9.271000 10.539000 0.000 2 0
2031-09-12 8.780000 10.174000 8.780000 10.174000 0.000 5 0
2031-09-13 8.673000 9.702000 8.673000 9.702000 0.000 3 0
2031-09-14 7.859000 8.541000 7.859000 8.541000 0.000 4 0
2031-09-15 7.358000 8.264000 7.358000 8.264000 0.000 4 0
2031-09-16 7.643000 8.775000 7.643000 8.775000 0.000 1 0
2031-09-17 7.628000 8.791000 7.628000 8.791000 0.000 5 0
2031-09-18 6.784000 7.968000 6.784000 7.968000 0.000 4 0
2031-09-19 6.616000 8.389000 6.616000 8.389000 0.000 2 0
2031-09-20 6.109000 8.058000 6.109000 8.058000 0.000 3 0
2031-09-21 5.558000 8.032000 5.558000 8.032000 0.000 3 0
2031-09-22 5.153000 8.410000 5.153000 8.410000 0.000 2 0
2031-09-23 4.769000 7.620000 4.769000 7.620000 0.000 1 0
2031-09-24 4.462000 6.483000 4.462000 6.483000 0.000 1 0
2031-09-25 4.326000 6.598000 4.326000 6.598000 0.000 1 0
2031-09-26 4.585000 6.620000 4.585000 6.620000 0.000 1 0
2031-09-27 5.186000 6.720000 5.186000 6.720000 0.000 2 0
2031-09-28 5.214000 6.876000 5.214000 6.876000 0.000 2 0
2031-09-29 4.646000 7.064000 4.646000 7.064000 0.000 1 0
================================================================================
DC - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 14.751000 1.130000 14.751000 1.130000 0.0 281 0
2031-01-02 14.025000 2.499000 14.025000 2.499000 0.0 281 0
2031-01-03 13.168000 3.765000 13.168000 3.765000 0.0 280 0
2031-01-04 12.955000 4.038000 12.955000 4.038000 0.0 279 0
2031-01-05 12.320000 4.546000 12.320000 4.546000 0.0 267 0
2031-01-06 11.011000 5.458000 11.011000 5.458000 0.0 245 0
2031-01-07 10.728000 5.619000 10.728000 5.619000 0.0 240 0
2031-01-08 8.872000 6.590000 8.872000 6.590000 0.0 74 0
2031-01-09 8.454000 6.712000 8.454000 6.712000 0.0 74 0
2031-01-10 8.311000 6.685000 8.311000 6.685000 0.0 74 0
2031-01-11 8.086000 6.659000 8.086000 6.659000 0.0 74 0
2031-01-12 7.949000 6.731000 7.949000 6.731000 0.0 74 0
2031-01-13 7.923000 6.751000 7.923000 6.751000 0.0 74 0
2031-01-14 7.864000 6.740000 7.864000 6.740000 0.0 74 0
2031-01-15 7.858000 6.737000 7.858000 6.737000 0.0 74 0
2031-01-16 7.765000 6.667000 7.765000 6.667000 0.0 74 0
2031-01-17 7.672000 6.626000 7.672000 6.626000 0.0 74 0
2031-01-18 7.097000 6.446000 7.097000 6.446000 0.0 71 0
2031-01-19 6.651000 6.257000 6.651000 6.257000 0.0 71 0
2031-01-20 6.227000 6.232000 6.227000 6.232000 0.0 71 0
2031-01-21 6.105000 6.273000 6.105000 6.273000 0.0 71 0
2031-01-22 6.092000 6.272000 6.092000 6.272000 0.0 71 0
2031-01-23 6.021000 6.234000 6.021000 6.234000 0.0 71 0
2031-01-24 5.910000 6.151000 5.910000 6.151000 0.0 71 0
2031-01-25 5.907000 6.153000 5.907000 6.153000 0.0 71 0
2031-01-26 5.889000 6.163000 5.889000 6.163000 0.0 71 0
2031-01-27 5.505000 5.962000 5.505000 5.962000 0.0 71 0
2031-01-28 4.886000 5.708000 4.886000 5.708000 0.0 71 0
2031-01-29 4.842000 5.710000 4.842000 5.710000 0.0 71 0
2031-01-30 4.752000 5.680000 4.752000 5.680000 0.0 71 0
2031-01-31 4.716000 5.680000 4.716000 5.680000 0.0 71 0
2031-02-01 4.715000 5.678000 4.715000 5.678000 0.0 71 0
2031-02-02 4.702000 5.682000 4.702000 5.682000 0.0 71 0
2031-02-03 3.861000 5.276000 3.861000 5.276000 0.0 57 0
2031-02-04 3.535000 5.216000 3.535000 5.216000 0.0 57 0
2031-02-05 3.491000 5.212000 3.491000 5.212000 0.0 57 0
2031-02-06 3.185000 5.074000 3.185000 5.074000 0.0 57 0
2031-02-07 3.160000 5.072000 3.160000 5.072000 0.0 57 0
2031-02-08 3.150000 5.071000 3.150000 5.071000 0.0 57 0
2031-02-09 3.007000 5.021000 3.007000 5.021000 0.0 57 0
2031-02-10 2.798000 4.750000 2.798000 4.750000 0.0 55 0
2031-02-11 2.786000 4.751000 2.786000 4.751000 0.0 55 0
2031-02-12 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-13 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-14 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-15 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-16 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-17 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-18 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-19 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-20 2.785000 4.751000 2.785000 4.751000 0.0 55 0
2031-02-21 2.749000 4.745000 2.749000 4.745000 0.0 55 0
2031-02-22 2.729000 4.740000 2.729000 4.740000 0.0 55 0
2031-02-23 2.720000 4.733000 2.720000 4.733000 0.0 55 0
2031-02-24 2.711000 4.729000 2.711000 4.729000 0.0 55 0
2031-02-25 2.698000 4.720000 2.698000 4.720000 0.0 55 0
2031-02-26 2.668000 4.703000 2.668000 4.703000 0.0 55 0
2031-02-27 2.648000 4.708000 2.648000 4.708000 0.0 55 0
2031-02-28 2.612000 4.700000 2.612000 4.700000 0.0 55 0
2031-03-01 2.611000 4.701000 2.611000 4.701000 0.0 55 0
2031-03-02 2.611000 4.701000 2.611000 4.701000 0.0 55 0
2031-03-03 2.611000 4.701000 2.611000 4.701000 0.0 55 0
2031-03-04 2.611000 4.701000 2.611000 4.701000 0.0 55 0
2031-03-05 2.611000 4.701000 2.611000 4.701000 0.0 55 0
2031-03-06 2.611000 4.701000 2.611000 4.701000 0.0 55 0
2031-03-07 2.611000 4.701000 2.611000 4.701000 0.0 55 0
2031-03-08 2.600000 4.682000 2.600000 4.682000 0.0 55 0
2031-03-09 2.603000 4.682000 2.603000 4.682000 0.0 55 0
2031-03-10 2.603000 4.682000 2.603000 4.682000 0.0 55 0
2031-03-11 2.596000 4.675000 2.596000 4.675000 0.0 55 0
2031-03-12 2.597000 4.675000 2.597000 4.675000 0.0 55 0
2031-03-13 2.600000 4.673000 2.600000 4.673000 0.0 55 0
2031-03-14 2.601000 4.673000 2.601000 4.673000 0.0 55 0
2031-03-15 2.601000 4.673000 2.601000 4.673000 0.0 55 0
2031-03-16 2.516000 4.574000 2.516000 4.574000 0.0 55 0
2031-03-17 2.471000 4.527000 2.471000 4.527000 0.0 55 0
2031-03-18 2.472000 4.527000 2.472000 4.527000 0.0 55 0
2031-03-19 2.477000 4.525000 2.477000 4.525000 0.0 55 0
2031-03-20 2.480000 4.495000 2.480000 4.495000 0.0 55 0
2031-03-21 2.555000 4.463000 2.555000 4.463000 0.0 55 0
2031-03-22 2.595000 4.458000 2.595000 4.458000 0.0 55 0
2031-03-23 2.635000 4.438000 2.635000 4.438000 0.0 55 0
2031-03-24 2.571000 4.270000 2.571000 4.270000 0.0 55 0
2031-03-25 2.695000 4.293000 2.695000 4.293000 0.0 55 0
2031-03-26 2.854000 4.348000 2.854000 4.348000 0.0 55 0
2031-03-27 2.966000 4.334000 2.966000 4.334000 0.0 48 0
2031-03-28 3.244000 4.538000 3.244000 4.538000 0.0 48 0
2031-03-29 3.395000 4.808000 3.395000 4.808000 0.0 45 0
2031-03-30 3.557000 5.289000 3.557000 5.289000 0.0 45 0
2031-03-31 4.036000 5.875000 4.036000 5.875000 0.0 45 0
2031-04-01 5.322000 6.669000 5.322000 6.669000 0.0 45 0
2031-04-02 6.638000 7.361000 6.638000 7.361000 0.0 45 0
2031-04-03 7.432000 8.218000 7.432000 8.218000 0.0 42 0
2031-04-04 8.731000 8.965000 8.731000 8.965000 0.0 40 0
2031-04-05 9.789000 9.819000 9.789000 9.819000 0.0 39 0
2031-04-06 10.848000 10.938000 10.848000 10.938000 0.0 33 0
2031-04-07 12.094000 11.857000 12.094000 11.857000 0.0 33 0
2031-04-08 13.620000 12.900000 13.620000 12.900000 0.0 32 0
2031-04-09 15.617000 13.787000 15.617000 13.787000 0.0 30 0
2031-04-10 17.160999 14.626000 17.160999 14.626000 0.0 30 0
2031-04-11 18.333000 15.848000 18.333000 15.848000 0.0 25 0
2031-04-12 20.202000 16.764000 20.202000 16.764000 0.0 26 0
2031-04-13 21.315001 17.934000 21.315001 17.934000 0.0 15 0
2031-04-14 22.483000 19.204000 22.483000 19.204000 0.0 24 0
2031-04-15 23.858000 20.083000 23.858000 20.083000 0.0 24 0
2031-04-16 24.358000 22.148001 24.358000 22.148001 0.0 23 0
2031-04-17 26.295000 22.893000 26.295000 22.893000 0.0 16 0
2031-04-18 26.347000 22.639999 26.347000 22.639999 0.0 18 0
2031-04-19 27.705000 22.624001 27.705000 22.624001 0.0 18 0
2031-04-20 29.236000 22.756001 29.236000 22.756001 0.0 13 0
2031-04-21 30.625999 22.976999 30.625999 22.976999 0.0 22 0
2031-04-22 31.264000 23.798000 31.264000 23.798000 0.0 17 0
2031-04-23 31.672001 24.643999 31.672001 24.643999 0.0 19 0
2031-04-24 33.271000 25.090000 33.271000 25.090000 0.0 19 0
2031-04-25 34.388000 24.587000 34.388000 24.587000 0.0 13 0
2031-04-26 34.278999 25.280001 34.278999 25.280001 0.0 20 0
2031-04-27 33.888000 23.926001 33.888000 23.926001 0.0 15 0
2031-04-28 35.886002 24.790001 35.886002 24.790001 0.0 22 0
2031-04-29 38.303001 25.816999 38.303001 25.816999 0.0 17 0
2031-04-30 40.612000 26.995001 40.612000 26.995001 0.0 12 0
2031-05-01 43.925999 28.252001 43.925999 28.252001 0.0 10 0
2031-05-02 46.479000 29.474001 46.479000 29.474001 0.0 10 0
2031-05-03 48.682999 29.488001 48.682999 29.488001 0.0 11 0
2031-05-04 51.814999 29.566999 51.814999 29.566999 0.0 12 0
2031-05-05 56.292000 30.257000 56.292000 30.257000 0.0 13 0
2031-05-06 59.168999 30.947001 59.168999 30.947001 0.0 9 0
2031-05-07 62.473999 31.650000 62.473999 31.650000 0.0 5 0
2031-05-08 65.394997 32.389999 65.394997 32.389999 0.0 4 0
2031-05-09 69.056000 33.164001 69.056000 33.164001 0.0 10 0
2031-05-10 71.130997 33.997002 71.130997 33.997002 0.0 8 0
2031-05-11 73.546997 36.262001 73.546997 36.262001 0.0 5 0
2031-05-12 77.586998 37.541000 77.586998 37.541000 0.0 6 0
2031-05-13 80.599998 37.634998 80.599998 37.634998 0.0 10 0
2031-05-14 79.764000 36.014999 79.764000 36.014999 0.0 5 0
2031-05-15 81.459000 38.782001 81.459000 38.782001 0.0 5 0
2031-05-16 83.945999 38.914001 83.945999 38.914001 0.0 6 0
2031-05-17 86.908997 40.709999 86.908997 40.709999 0.0 11 0
2031-05-18 91.249001 41.719002 91.249001 41.719002 0.0 4 0
2031-05-19 94.769997 43.362000 94.769997 43.362000 0.0 8 0
2031-05-20 97.889999 44.851002 97.889999 44.851002 0.0 5 0
2031-05-21 99.528000 47.512001 99.528000 47.512001 0.0 3 0
2031-05-22 101.859001 49.224998 101.859001 49.224998 0.0 6 0
2031-05-23 103.867996 49.792999 103.867996 49.792999 0.0 4 0
2031-05-24 107.640999 50.549000 107.640999 50.549000 0.0 5 0
2031-05-25 110.306000 51.817001 110.306000 51.817001 0.0 4 0
2031-05-26 113.431999 51.838001 113.431999 51.838001 0.0 5 0
2031-05-27 116.259003 53.465000 116.259003 53.465000 0.0 9 0
2031-05-28 115.002998 57.537998 115.002998 57.537998 0.0 1 0
2031-05-29 117.642998 58.530998 117.642998 58.530998 0.0 3 0
2031-05-30 118.983002 59.012001 118.983002 59.012001 0.0 5 0
2031-05-31 123.143997 59.813999 123.143997 59.813999 0.0 4 0
2031-06-01 128.628998 60.603001 128.628998 60.603001 0.0 9 0
2031-06-02 134.076996 61.229000 134.076996 61.229000 0.0 2 0
2031-06-03 139.151001 62.188999 139.151001 62.188999 0.0 5 0
2031-06-04 141.162003 63.314999 141.162003 63.314999 0.0 2 0
2031-06-05 143.276993 64.388000 143.276993 64.388000 0.0 4 0
2031-06-06 146.447006 66.489998 146.447006 66.489998 0.0 4 0
2031-06-07 148.634003 68.507004 148.634003 68.507004 0.0 6 0
2031-06-08 150.921005 72.067001 150.921005 72.067001 0.0 2 0
2031-06-09 155.442993 72.922997 155.442993 72.922997 0.0 3 0
2031-06-10 160.195999 74.136002 160.195999 74.136002 0.0 2 0
2031-06-11 163.917999 75.728996 163.917999 75.728996 0.0 1 0
2031-06-12 167.807007 78.162003 167.807007 78.162003 0.0 2 0
2031-06-13 170.985001 79.969002 170.985001 79.969002 0.0 4 0
2031-06-14 172.826996 83.670998 172.826996 83.670998 0.0 5 0
2031-06-15 173.337997 85.237999 173.337997 85.237999 0.0 6 0
2031-06-16 176.210007 84.077003 176.210007 84.077003 0.0 3 0
2031-06-17 178.671005 85.253998 178.671005 85.253998 0.0 7 0
2031-06-19 180.876999 90.014000 180.876999 90.014000 0.0 1 0
2031-06-20 181.899002 91.037003 181.899002 91.037003 0.0 4 0
2031-06-22 189.957001 94.181999 189.957001 94.181999 0.0 1 0
2031-06-23 192.251007 96.036003 192.251007 96.036003 0.0 3 0
2031-06-24 195.292007 96.623001 195.292007 96.623001 0.0 1 0
2031-06-25 200.972000 98.052002 200.972000 98.052002 0.0 2 0
2031-06-26 205.283997 97.663002 205.283997 97.663002 0.0 2 0
2031-06-28 211.132996 95.403999 211.132996 95.403999 0.0 2 0
2031-06-29 214.350006 91.275002 214.350006 91.275002 0.0 1 0
2031-06-30 218.431000 90.953003 218.431000 90.953003 0.0 1 0
2031-07-01 223.097000 93.207001 223.097000 93.207001 0.0 2 0
2031-07-02 228.656998 95.107002 228.656998 95.107002 0.0 1 0
2031-07-03 232.425995 98.230003 232.425995 98.230003 0.0 2 0
2031-07-04 229.531006 100.185997 229.531006 100.185997 0.0 3 0
2031-07-05 229.393997 96.486000 229.393997 96.486000 0.0 1 0
2031-07-06 231.473999 95.931000 231.473999 95.931000 0.0 3 0
2031-07-07 234.792999 96.861000 234.792999 96.861000 0.0 1 0
2031-07-08 238.412994 97.911003 238.412994 97.911003 0.0 2 0
2031-07-11 242.149994 105.008003 242.149994 105.008003 0.0 1 0
2031-07-12 242.438995 105.996002 242.438995 105.996002 0.0 1 0
2031-07-14 244.132996 103.031998 244.132996 103.031998 0.0 3 0
2031-07-15 243.218994 105.227997 243.218994 105.227997 0.0 2 0
2031-07-16 246.792999 106.610001 246.792999 106.610001 0.0 3 0
2031-07-17 249.343994 106.225998 249.343994 106.225998 0.0 2 0
2031-07-18 250.080002 105.992996 250.080002 105.992996 0.0 2 0
2031-07-19 245.306000 104.780998 245.306000 104.780998 0.0 1 0
2031-07-20 243.985001 106.723000 243.985001 106.723000 0.0 2 0
2031-07-21 245.931000 108.175003 245.931000 108.175003 0.0 1 0
2031-07-29 264.320007 114.404999 264.320007 114.404999 0.0 1 0
2031-08-01 267.096985 116.077003 267.096985 116.077003 0.0 1 0
2031-08-03 269.217987 114.527000 269.217987 114.527000 0.0 1 0
2031-08-04 272.574005 114.355003 272.574005 114.355003 0.0 1 0
2031-08-05 277.639008 114.431999 277.639008 114.431999 0.0 2 0
2031-08-11 279.015991 110.933998 279.015991 110.933998 0.0 2 0
2031-08-12 277.216003 112.500000 277.216003 112.500000 0.0 3 0
2031-08-13 281.417999 113.283997 281.417999 113.283997 0.0 2 0
2031-08-14 286.734009 114.024002 286.734009 114.024002 0.0 2 0
2031-08-15 289.385986 110.941002 289.385986 110.941002 0.0 1 0
2031-08-16 285.390015 116.643997 285.390015 116.643997 0.0 2 0
2031-08-17 286.622009 119.952003 286.622009 119.952003 0.0 2 0
2031-08-18 288.950989 118.915001 288.950989 118.915001 0.0 1 0
2031-08-20 289.304993 119.227997 289.304993 119.227997 0.0 2 0
2031-08-22 277.576996 115.443001 277.576996 115.443001 0.0 1 0
2031-08-25 277.579010 110.971001 277.579010 110.971001 0.0 2 0
2031-08-27 273.971985 111.429001 273.971985 111.429001 0.0 3 0
2031-08-28 275.950012 111.069000 275.950012 111.069000 0.0 1 0
2031-08-30 279.903015 112.077003 279.903015 112.077003 0.0 1 0
2031-09-01 278.667999 117.353996 278.667999 117.353996 0.0 1 0
2031-09-02 274.533997 119.628998 274.533997 119.628998 0.0 1 0
2031-09-05 265.730988 128.417999 265.730988 128.417999 0.0 1 0
2031-09-07 262.317993 128.317993 262.317993 128.317993 0.0 3 0
2031-09-08 257.162994 130.393997 257.162994 130.393997 0.0 1 0
2031-09-10 251.860001 134.192993 251.860001 134.192993 0.0 3 0
2031-09-11 250.692001 135.925995 250.692001 135.925995 0.0 2 0
2031-09-12 246.757996 135.054001 246.757996 135.054001 0.0 1 0
2031-09-13 247.505005 135.031006 247.505005 135.031006 0.0 1 0
2031-09-15 237.126999 134.225998 237.126999 134.225998 0.0 2 0
2031-09-17 238.595001 135.815002 238.595001 135.815002 0.0 1 0
2031-09-18 235.699997 133.554001 235.699997 133.554001 0.0 1 0
2031-09-19 235.373001 135.162994 235.373001 135.162994 0.0 2 0
2031-09-20 234.134995 135.513000 234.134995 135.513000 0.0 3 0
2031-09-23 220.835007 140.955002 220.835007 140.955002 0.0 2 0
2031-09-24 218.427002 143.054993 218.427002 143.054993 0.0 1 0
2031-09-25 213.742996 142.386993 213.742996 142.386993 0.0 3 0
2031-09-28 216.791000 142.115997 216.791000 142.115997 0.0 2 0
2031-09-29 213.899002 142.660004 213.899002 142.660004 0.0 2 0
2031-09-30 212.585007 143.311996 212.585007 143.311996 0.0 2 0
2031-10-01 211.382996 144.022995 211.382996 144.022995 0.0 2 0
2031-10-02 211.156006 143.479996 211.156006 143.479996 0.0 2 0
2031-10-06 201.841003 141.561005 201.841003 141.561005 0.0 1 0
2031-10-07 201.539993 141.229004 201.539993 141.229004 0.0 1 0
2031-10-09 200.263000 139.028000 200.263000 139.028000 0.0 2 0
2031-10-10 200.938004 138.792007 200.938004 138.792007 0.0 1 0
2031-10-11 201.080994 138.923004 201.080994 138.923004 0.0 2 0
2031-10-14 200.925995 136.529999 200.925995 136.529999 0.0 1 0
2031-10-15 199.815994 135.285995 199.815994 135.285995 0.0 1 0
2031-10-16 199.360001 135.348007 199.360001 135.348007 0.0 1 0
2031-10-17 199.117004 134.735992 199.117004 134.735992 0.0 1 0
2031-10-19 191.705002 135.108994 191.705002 135.108994 0.0 1 0
2031-10-20 192.552994 135.173996 192.552994 135.173996 0.0 2 0
2031-10-21 191.033997 134.667007 191.033997 134.667007 0.0 1 0
2031-10-22 190.645004 134.770996 190.645004 134.770996 0.0 2 0
2031-10-23 190.509995 135.419006 190.509995 135.419006 0.0 2 0
2031-10-24 187.703995 136.074997 187.703995 136.074997 0.0 2 0
2031-10-25 186.209000 136.401001 186.209000 136.401001 0.0 1 0
2031-10-26 183.320007 135.356995 183.320007 135.356995 0.0 1 0
2031-10-27 178.910995 136.095001 178.910995 136.095001 0.0 2 0
2031-10-28 175.753998 137.528000 175.753998 137.528000 0.0 2 0
2031-10-29 175.300995 136.837997 175.300995 136.837997 0.0 3 0
2031-10-30 173.839996 134.688004 173.839996 134.688004 0.0 1 0
2031-10-31 173.139008 134.751999 173.139008 134.751999 0.0 1 0
2031-11-01 171.164993 135.643005 171.164993 135.643005 0.0 1 0
2031-11-02 168.994995 137.283005 168.994995 137.283005 0.0 1 0
2031-11-03 168.117996 136.970993 168.117996 136.970993 0.0 1 0
2031-11-04 167.617004 137.085999 167.617004 137.085999 0.0 1 0
2031-11-05 167.093994 137.179001 167.093994 137.179001 0.0 1 0
2031-11-06 165.919998 137.072006 165.919998 137.072006 0.0 1 0
2031-11-07 163.158997 136.654007 163.158997 136.654007 0.0 1 0
2031-11-08 161.561996 136.084000 161.561996 136.084000 0.0 1 0
2031-11-09 161.542999 136.130005 161.542999 136.130005 0.0 1 0
2031-11-10 161.442001 136.264999 161.442001 136.264999 0.0 1 0
2031-11-11 161.194000 136.503006 161.194000 136.503006 0.0 1 0
2031-11-12 161.089996 136.432007 161.089996 136.432007 0.0 1 0
2031-11-13 160.884003 136.541000 160.884003 136.541000 0.0 1 0
2031-11-14 160.375000 135.830994 160.375000 135.830994 0.0 1 0
2031-11-15 159.119995 135.207993 159.119995 135.207993 0.0 1 0
2031-11-16 158.876007 135.339005 158.876007 135.339005 0.0 1 0
2031-11-17 158.876999 135.378998 158.876999 135.378998 0.0 1 0
2031-11-18 158.878006 135.382996 158.878006 135.382996 0.0 1 0
2031-11-19 158.679001 135.425003 158.679001 135.425003 0.0 1 0
2031-11-20 157.774002 135.195007 157.774002 135.195007 0.0 1 0
2031-11-21 157.436996 135.274994 157.436996 135.274994 0.0 1 0
2031-11-22 155.529999 133.761002 155.529999 133.761002 0.0 1 0
2031-11-23 154.787003 133.423004 154.787003 133.423004 0.0 1 0
2031-11-24 154.095001 133.369003 154.095001 133.369003 0.0 1 0
2031-11-25 153.255005 133.623993 153.255005 133.623993 0.0 1 0
2031-11-26 152.766998 133.748001 152.766998 133.748001 0.0 1 0
2031-11-27 152.507996 133.634995 152.507996 133.634995 0.0 1 0
2031-11-28 149.865997 134.173004 149.865997 134.173004 0.0 1 0
2031-12-16 133.356995 133.451996 133.356995 133.451996 0.0 1 0
2031-12-17 132.628998 133.725998 132.628998 133.725998 0.0 1 0
2031-12-18 130.580002 132.871002 130.580002 132.871002 0.0 1 0
2031-12-19 127.906998 129.166000 127.906998 129.166000 0.0 1 0
2031-12-20 126.766998 129.807007 126.766998 129.807007 0.0 1 0
2031-12-21 126.031998 129.384003 126.031998 129.384003 0.0 1 0
2031-12-22 125.644997 129.360001 125.644997 129.360001 0.0 1 0
2031-12-23 124.357002 128.783997 124.357002 128.783997 0.0 1 0
2031-12-24 123.749001 128.675995 123.749001 128.675995 0.0 1 0
2031-12-25 123.749001 128.675995 123.749001 128.675995 0.0 1 0
2031-12-26 123.426003 128.658997 123.426003 128.658997 0.0 1 0
2031-12-27 123.380997 128.673004 123.380997 128.673004 0.0 1 0
2031-12-28 122.844002 128.927994 122.844002 128.927994 0.0 1 0
2031-12-29 122.752998 128.912003 122.752998 128.912003 0.0 1 0
2031-12-30 122.714996 128.903000 122.714996 128.903000 0.0 1 0
2031-12-31 122.627998 128.947006 122.627998 128.947006 0.0 1 0
================================================================================
ISI - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 2.731 1.614 2.731 1.614 0.000 4512 0
2031-01-02 1.728 1.271 1.728 1.271 0.000 5963 0
2031-01-03 1.344 1.102 1.344 1.102 0.000 6641 0
2031-01-04 1.162 1.008 1.162 1.008 0.000 6831 0
2031-01-05 0.952 0.715 0.952 0.715 0.000 7270 0
2031-01-06 0.815 0.797 0.815 0.797 0.000 7805 0
2031-01-07 0.924 0.965 0.924 0.965 0.000 7856 0
2031-01-08 0.763 0.811 0.763 0.811 0.000 8331 0
2031-01-09 0.769 0.876 0.769 0.876 0.000 8539 0
2031-01-10 0.643 0.634 0.643 0.634 0.000 8449 0
2031-01-11 0.673 0.609 0.673 0.609 0.000 8392 0
2031-01-12 0.746 0.595 0.746 0.595 0.000 8200 0
2031-01-13 0.760 0.627 0.760 0.627 0.000 8014 0
2031-01-14 0.784 0.696 0.784 0.696 0.000 8018 0
2031-01-15 0.788 0.558 0.788 0.558 0.000 7920 0
2031-01-16 0.770 0.541 0.770 0.541 0.000 7966 0
2031-01-17 0.809 0.581 0.809 0.581 0.000 7736 0
2031-01-18 0.798 0.516 0.798 0.516 0.000 7799 0
2031-01-19 0.940 0.704 0.940 0.704 0.000 7886 0
2031-01-20 0.928 0.844 0.928 0.844 0.000 8108 0
2031-01-21 0.827 0.787 0.827 0.787 0.000 8101 0
2031-01-22 0.814 0.660 0.814 0.660 0.000 8236 0
2031-01-23 0.877 0.649 0.877 0.649 0.000 8127 0
2031-01-24 1.095 0.882 1.095 0.882 0.000 7879 0
2031-01-25 1.085 0.755 1.085 0.755 0.000 7766 0
2031-01-26 1.037 0.698 1.037 0.698 0.000 7697 0
2031-01-27 0.997 0.663 0.997 0.663 0.000 7805 0
2031-01-28 0.877 0.779 0.877 0.779 0.000 8218 0
2031-01-29 0.735 0.651 0.735 0.651 0.000 8307 0
2031-01-30 0.644 0.521 0.644 0.521 0.000 8189 0
2031-01-31 0.668 0.463 0.668 0.463 0.000 8117 0
2031-02-01 0.763 0.465 0.763 0.465 0.000 7731 0
2031-02-02 0.875 0.589 0.875 0.589 0.000 7704 0
2031-02-03 0.740 0.652 0.740 0.652 0.000 8151 0
2031-02-04 0.735 0.776 0.735 0.776 0.000 8605 0
2031-02-05 0.671 0.588 0.671 0.588 0.000 8653 0
2031-02-06 0.670 0.606 0.670 0.606 0.000 8782 0
2031-02-07 0.718 0.523 0.718 0.523 0.000 8591 0
2031-02-08 0.834 0.501 0.834 0.501 0.000 8077 0
2031-02-09 0.850 0.478 0.850 0.478 0.000 7682 0
2031-02-10 0.772 0.458 0.772 0.458 0.000 7629 0
2031-02-11 0.761 0.475 0.761 0.475 0.000 7680 0
2031-02-12 0.971 0.636 0.971 0.636 0.000 7506 0
2031-02-13 1.134 0.799 1.134 0.799 0.000 7420 0
2031-02-14 1.090 0.663 1.090 0.663 0.000 7231 0
2031-02-15 1.039 0.559 1.039 0.559 0.000 6962 0
2031-02-16 1.099 0.701 1.099 0.701 0.000 6747 0
2031-02-17 1.168 0.742 1.168 0.742 0.000 6583 0
2031-02-18 1.233 0.736 1.233 0.736 0.000 6473 0
2031-02-19 1.143 0.620 1.143 0.620 0.000 6436 0
2031-02-20 1.107 0.558 1.107 0.558 0.000 6364 0
2031-02-21 1.106 0.724 1.106 0.724 0.000 6752 0
2031-02-22 0.973 0.684 0.973 0.684 0.000 7062 0
2031-02-23 0.949 0.611 0.949 0.611 0.000 7240 0
2031-02-24 0.970 0.685 0.970 0.685 0.000 7258 0
2031-02-25 0.880 0.614 0.880 0.614 0.000 7474 0
2031-02-26 0.889 0.555 0.889 0.555 0.000 7457 0
2031-02-27 0.905 0.597 0.905 0.597 0.000 7333 0
2031-02-28 1.006 0.635 1.006 0.635 0.000 7251 0
2031-03-01 1.157 0.739 1.157 0.739 0.000 7239 0
2031-03-02 1.132 0.775 1.132 0.775 0.000 7362 0
2031-03-03 1.331 0.806 1.331 0.806 0.000 7155 0
2031-03-04 1.355 0.736 1.355 0.736 0.000 6970 0
2031-03-05 1.379 0.627 1.379 0.627 0.000 6650 0
2031-03-06 1.490 0.571 1.490 0.571 0.000 6449 0
2031-03-07 1.514 0.610 1.514 0.610 0.000 6199 0
2031-03-08 1.691 0.764 1.691 0.764 0.000 6257 0
2031-03-09 1.567 0.673 1.567 0.673 0.000 6483 0
2031-03-10 1.429 0.707 1.429 0.707 0.000 6621 0
2031-03-11 1.483 0.792 1.483 0.792 0.000 6701 0
2031-03-12 1.289 0.681 1.289 0.681 0.000 6827 0
2031-03-13 1.345 0.699 1.345 0.699 0.000 6727 0
2031-03-14 1.390 0.707 1.390 0.707 0.000 6683 0
2031-03-15 1.454 0.714 1.454 0.714 0.000 6768 0
2031-03-16 1.435 0.732 1.435 0.732 0.000 6837 0
2031-03-17 1.494 0.886 1.494 0.886 0.000 7179 0
2031-03-18 1.491 0.769 1.491 0.769 0.000 7049 0
2031-03-19 1.555 0.699 1.555 0.699 0.000 6803 0
2031-03-20 1.472 0.742 1.472 0.742 0.000 6717 0
2031-03-21 1.195 0.685 1.195 0.685 0.000 6962 0
2031-03-22 1.124 0.621 1.124 0.621 0.000 6917 0
2031-03-23 1.082 0.620 1.082 0.620 0.000 7284 0
2031-03-24 1.054 0.690 1.054 0.690 0.000 7485 0
2031-03-25 1.275 0.748 1.275 0.748 0.000 7371 0
2031-03-26 1.452 0.865 1.452 0.865 0.000 7131 0
2031-03-27 1.763 1.103 1.763 1.103 0.000 7047 0
2031-03-28 1.873 1.191 1.873 1.191 0.000 7092 0
2031-03-29 1.854 1.549 1.854 1.549 0.000 7409 0
2031-03-30 1.912 1.883 1.912 1.883 0.000 7624 0
2031-03-31 1.897 1.620 1.897 1.620 0.000 7403 0
2031-04-01 2.001 1.735 2.001 1.735 0.000 7499 0
2031-04-02 2.154 1.561 2.154 1.561 0.000 7319 0
2031-04-03 1.957 2.401 1.957 2.401 0.000 7674 0
2031-04-04 2.440 2.921 2.440 2.921 0.000 7849 0
2031-04-05 2.294 2.708 2.294 2.708 0.000 8002 0
2031-04-06 2.867 3.797 2.867 3.797 0.000 7782 0
2031-04-07 3.410 3.902 3.410 3.902 0.000 7600 0
2031-04-08 3.513 3.847 3.513 3.847 0.000 7646 0
2031-04-09 3.327 3.019 3.327 3.019 0.000 7292 0
2031-04-10 3.598 3.051 3.598 3.051 0.000 7142 0
2031-04-11 3.844 3.576 3.844 3.576 0.000 7319 0
2031-04-12 3.830 3.289 3.830 3.289 0.000 7259 0
2031-04-13 4.176 3.386 4.176 3.386 0.000 7105 0
2031-04-14 3.635 3.073 3.635 3.073 0.000 7088 0
2031-04-15 2.993 2.805 2.993 2.805 0.000 7124 0
2031-04-16 3.111 3.241 3.111 3.241 0.000 7317 0
2031-04-17 3.838 3.801 3.838 3.801 0.000 7259 0
2031-04-18 4.324 4.795 4.324 4.795 0.000 7363 0
2031-04-19 4.039 3.606 4.039 3.606 0.000 7337 0
2031-04-20 4.004 3.320 4.004 3.320 0.000 7255 0
2031-04-21 3.820 2.748 3.820 2.748 0.000 7128 0
2031-04-22 3.684 2.665 3.684 2.665 0.000 7231 0
2031-04-23 3.395 2.753 3.395 2.753 0.000 7146 0
2031-04-24 3.350 2.624 3.350 2.624 0.000 7108 0
2031-04-25 3.976 3.205 3.976 3.205 0.000 7121 0
2031-04-26 3.598 2.973 3.598 2.973 0.000 7182 3
2031-04-27 2.736 2.290 2.735 2.290 0.133 7254 6
2031-04-28 3.474 2.944 3.472 2.944 0.085 7428 6
2031-04-29 3.762 2.830 3.760 2.830 0.101 7477 11
2031-04-30 5.076 4.386 5.072 4.386 0.142 7363 11
2031-05-01 4.200 3.559 4.197 3.559 0.134 7269 11
2031-05-02 3.486 3.016 3.484 3.015 0.315 7435 11
2031-05-03 3.553 3.187 3.551 3.186 0.382 7389 11
2031-05-04 3.939 3.058 3.937 3.058 0.481 7275 11
2031-05-05 3.911 2.575 3.909 2.575 0.150 7097 11
2031-05-06 3.965 2.618 3.964 2.618 0.132 6944 11
2031-05-07 4.276 2.860 4.275 2.860 0.129 6957 11
2031-05-08 4.689 3.815 4.688 3.814 0.111 7160 11
2031-05-09 4.867 4.564 4.866 4.562 0.070 7086 11
2031-05-10 4.631 3.963 4.630 3.962 0.035 7256 11
2031-05-11 4.436 3.676 4.437 3.675 0.013 7584 11
2031-05-12 3.981 3.173 3.981 3.172 0.006 7369 11
2031-05-13 3.861 3.224 3.861 3.223 0.011 7404 11
2031-05-14 3.696 3.452 3.695 3.451 0.000 7908 11
2031-05-15 5.068 6.161 5.065 6.160 0.000 7837 11
2031-05-16 4.729 4.421 4.726 4.420 0.000 7611 11
2031-05-17 4.027 3.809 4.024 3.809 0.000 7615 11
2031-05-18 4.928 4.571 4.924 4.571 0.000 7414 11
2031-05-19 5.170 4.312 5.166 4.311 0.000 7333 11
2031-05-20 5.060 3.989 5.056 3.989 0.000 7233 11
2031-05-21 5.270 4.713 5.266 4.712 0.000 7183 11
2031-05-22 5.628 5.013 5.625 5.012 0.000 7154 11
2031-05-23 5.181 5.238 5.180 5.236 0.000 7480 11
2031-05-24 4.678 4.358 4.676 4.356 0.000 7409 11
2031-05-25 4.808 4.386 4.805 4.386 0.000 7524 11
2031-05-26 3.976 3.858 3.974 3.857 0.000 7549 11
2031-05-27 3.448 3.431 3.448 3.429 0.000 7457 11
2031-05-28 3.083 3.173 3.083 3.172 0.000 8176 11
2031-05-29 3.576 3.492 3.575 3.490 0.000 8035 11
2031-05-30 3.576 3.660 3.577 3.659 0.000 7892 11
2031-05-31 4.491 3.770 4.494 3.772 0.000 7625 11
2031-06-01 6.274 4.536 6.280 4.541 0.000 7451 11
2031-06-02 6.735 5.461 6.746 5.477 0.000 7267 11
2031-06-03 5.395 4.985 5.393 4.983 0.000 7305 11
2031-06-04 4.579 5.195 4.575 5.194 0.000 7686 11
2031-06-05 4.040 4.485 4.037 4.484 0.000 7990 11
2031-06-06 3.917 4.257 3.916 4.256 0.000 7924 11
2031-06-07 4.672 4.922 4.671 4.920 0.000 7713 11
2031-06-08 4.579 4.300 4.576 4.299 0.000 7723 11
2031-06-09 5.085 5.100 5.083 5.099 0.000 7400 11
2031-06-10 5.199 5.295 5.196 5.294 0.000 7465 11
2031-06-11 5.521 5.687 5.517 5.686 0.000 7540 11
2031-06-12 4.884 4.560 4.880 4.560 0.000 7688 11
2031-06-13 4.043 4.238 4.039 4.238 0.001 7694 11
2031-06-14 4.639 5.858 4.635 5.856 0.004 7970 11
2031-06-15 3.383 4.809 3.381 4.807 0.009 8166 11
2031-06-16 2.476 2.541 2.475 2.540 0.025 8272 11
2031-06-17 3.124 2.823 3.123 2.822 0.003 8075 11
2031-06-18 2.908 2.634 2.907 2.633 0.006 8072 11
2031-06-19 3.577 4.121 3.575 4.120 0.019 8149 11
2031-06-20 5.325 6.993 5.327 6.991 0.024 8200 11
2031-06-21 4.208 5.528 4.207 5.526 0.017 7917 11
2031-06-22 4.176 4.670 4.176 4.668 0.039 7909 11
2031-06-23 4.336 4.351 4.334 4.350 0.033 7754 11
2031-06-24 4.755 4.366 4.752 4.366 0.075 7656 11
2031-06-25 4.853 4.160 4.852 4.160 0.025 7254 11
2031-06-26 4.750 3.465 4.749 3.464 0.015 7226 11
2031-06-27 5.361 3.899 5.357 3.899 0.021 7186 11
2031-06-28 4.732 3.255 4.729 3.256 0.016 7190 11
2031-06-29 4.780 2.713 4.777 2.714 0.008 7103 11
2031-06-30 5.074 3.450 5.074 3.449 0.004 7138 11
2031-07-01 4.941 3.956 4.942 3.955 0.001 7174 11
2031-07-02 4.457 3.504 4.457 3.503 0.000 7199 11
2031-07-03 3.967 3.339 3.965 3.338 0.000 7442 11
2031-07-04 3.747 3.436 3.745 3.435 0.000 7775 11
2031-07-05 3.465 3.073 3.466 3.073 0.000 7740 11
2031-07-06 3.411 3.290 3.413 3.289 0.000 7681 11
2031-07-07 3.109 3.000 3.111 3.000 0.000 7834 11
2031-07-08 2.830 2.878 2.836 2.884 0.000 7656 11
2031-07-09 3.512 2.775 3.516 2.779 0.000 7597 11
2031-07-10 3.866 3.148 3.873 3.158 0.000 7594 11
2031-07-11 4.088 3.938 4.095 3.944 0.000 7744 11
2031-07-12 3.781 3.704 3.784 3.707 0.000 7865 11
2031-07-13 3.765 3.670 3.765 3.671 0.000 7875 11
2031-07-14 3.385 3.298 3.385 3.297 0.000 7778 11
2031-07-15 3.298 3.305 3.299 3.303 0.000 7926 11
2031-07-16 4.126 3.765 4.127 3.764 0.000 7660 11
2031-07-17 3.539 3.174 3.542 3.177 0.000 7531 11
2031-07-18 3.433 3.186 3.436 3.188 0.000 7982 11
2031-07-19 2.479 2.443 2.481 2.443 0.000 8312 11
2031-07-20 2.580 2.357 2.580 2.356 0.000 8174 11
2031-07-21 2.616 2.375 2.616 2.375 0.000 8134 11
2031-07-22 2.500 2.518 2.501 2.518 0.000 7909 11
2031-07-23 2.766 2.511 2.768 2.510 0.000 7826 11
2031-07-24 3.381 2.579 3.382 2.578 0.000 7496 11
2031-07-25 3.533 2.894 3.534 2.893 0.000 7463 11
2031-07-26 3.420 3.128 3.422 3.127 0.000 7483 11
2031-07-27 2.697 2.802 2.700 2.803 0.000 7695 11
2031-07-28 2.484 2.457 2.486 2.459 0.000 7820 11
2031-07-29 2.485 2.400 2.486 2.401 0.000 7740 11
2031-07-30 2.133 2.322 2.132 2.322 0.000 8078 11
2031-07-31 2.087 1.881 2.087 1.880 0.000 8107 11
2031-08-01 2.479 2.191 2.479 2.190 0.000 7969 11
2031-08-02 3.293 2.650 3.294 2.649 0.000 7907 11
2031-08-03 3.814 2.701 3.816 2.700 0.000 7525 11
2031-08-04 3.900 2.717 3.901 2.717 0.000 7237 11
2031-08-05 4.225 2.978 4.228 2.979 0.000 7370 11
2031-08-06 4.078 3.371 4.084 3.377 0.000 7270 11
2031-08-07 3.786 3.625 3.790 3.628 0.000 7961 11
2031-08-08 3.907 3.774 3.909 3.775 0.000 7785 11
2031-08-09 4.010 2.725 4.011 2.724 0.000 7614 11
2031-08-10 3.892 2.609 3.893 2.608 0.000 7276 11
2031-08-11 3.639 3.296 3.645 3.303 0.000 7508 11
2031-08-12 4.453 3.558 4.456 3.558 0.000 7746 11
2031-08-13 4.651 3.145 4.652 3.144 0.000 7326 11
2031-08-14 4.646 3.201 4.648 3.200 0.000 7218 11
2031-08-15 4.637 3.483 4.639 3.485 0.000 7050 11
2031-08-16 4.330 3.468 4.336 3.476 0.000 7244 11
2031-08-17 4.801 3.635 4.808 3.643 0.000 7506 11
2031-08-18 4.358 3.378 4.357 3.377 0.000 7529 11
2031-08-19 3.401 2.930 3.401 2.930 0.000 7497 11
2031-08-20 2.737 2.257 2.737 2.257 0.000 7748 11
2031-08-21 2.262 2.209 2.261 2.209 0.000 8329 11
2031-08-22 2.145 2.278 2.144 2.278 0.000 8416 11
2031-08-23 2.798 2.582 2.797 2.581 0.000 8273 11
2031-08-24 2.883 2.904 2.882 2.903 0.000 7873 11
2031-08-25 2.372 2.658 2.371 2.657 0.000 8028 11
2031-08-26 1.642 2.097 1.642 2.097 0.002 8582 11
2031-08-27 1.931 1.869 1.929 1.869 0.021 8455 11
2031-08-28 2.122 1.930 2.120 1.930 0.027 8204 11
2031-08-29 2.889 2.734 2.887 2.733 0.005 7726 11
2031-08-30 2.972 2.861 2.970 2.861 0.004 7614 11
2031-08-31 2.329 2.357 2.327 2.356 0.000 7864 11
2031-09-01 2.345 2.666 2.344 2.665 0.000 8262 11
2031-09-02 2.270 2.937 2.269 2.936 0.000 8596 11
2031-09-03 1.931 2.009 1.930 2.009 0.000 8684 11
2031-09-04 1.850 2.098 1.849 2.098 0.000 8741 11
2031-09-05 1.777 1.830 1.776 1.830 0.000 8531 11
2031-09-06 1.709 1.744 1.708 1.743 0.000 8464 11
2031-09-07 1.440 1.649 1.440 1.648 0.000 8628 11
2031-09-08 1.735 2.330 1.735 2.329 0.000 8634 11
2031-09-09 1.667 2.098 1.668 2.098 0.000 8786 11
2031-09-10 1.588 1.582 1.588 1.582 0.000 8765 11
2031-09-11 1.371 1.560 1.371 1.559 0.000 8652 11
2031-09-12 1.379 1.639 1.380 1.638 0.000 8753 11
2031-09-13 1.424 1.331 1.424 1.331 0.000 8575 11
2031-09-14 1.289 1.254 1.291 1.255 0.000 8533 11
2031-09-15 1.169 1.213 1.173 1.220 0.000 8759 11
2031-09-16 1.289 1.238 1.291 1.240 0.000 8736 11
2031-09-17 1.213 1.249 1.215 1.252 0.000 8436 11
2031-09-18 1.029 1.240 1.032 1.245 0.000 8503 11
2031-09-19 0.955 1.236 0.956 1.236 0.000 8905 11
2031-09-20 0.785 0.906 0.784 0.905 0.000 8889 11
2031-09-21 0.765 1.166 0.765 1.166 0.000 9145 11
2031-09-22 0.806 1.178 0.805 1.178 0.000 9460 11
2031-09-23 0.822 1.065 0.821 1.064 0.000 9397 11
2031-09-24 0.990 1.071 0.990 1.071 0.000 9079 11
2031-09-25 1.105 1.162 1.105 1.161 0.000 8985 11
2031-09-26 1.462 1.340 1.462 1.339 0.000 8708 11
2031-09-27 1.821 1.505 1.822 1.505 0.000 8009 11
2031-09-28 1.503 1.233 1.505 1.234 0.000 7862 11
2031-09-29 1.111 1.361 1.111 1.361 0.000 8629 11
2031-09-30 0.998 1.449 0.997 1.448 0.000 9101 11
2031-10-01 1.108 1.538 1.107 1.538 0.000 9257 11
2031-10-02 0.955 1.371 0.955 1.371 0.000 9096 11
2031-10-03 1.152 1.465 1.152 1.465 0.000 9002 11
2031-10-04 1.521 2.081 1.520 2.081 0.000 8916 11
2031-10-05 1.391 1.819 1.390 1.818 0.000 8780 11
2031-10-06 1.066 1.291 1.065 1.290 0.000 8977 11
2031-10-07 1.503 1.889 1.502 1.888 0.000 8741 11
2031-10-08 1.925 2.350 1.924 2.350 0.000 8733 11
2031-10-09 2.297 2.766 2.295 2.765 0.000 8564 11
2031-10-10 2.010 2.274 2.009 2.273 0.000 8478 11
2031-10-11 1.688 2.018 1.688 2.017 0.000 8621 11
2031-10-12 1.778 1.850 1.778 1.849 0.000 8410 11
2031-10-13 1.974 2.165 1.973 2.165 0.000 8212 11
2031-10-14 1.421 1.593 1.421 1.593 0.000 8403 11
2031-10-15 1.053 1.275 1.054 1.276 0.000 8589 11
2031-10-16 0.865 0.988 0.865 0.988 0.000 8998 11
2031-10-17 1.174 1.332 1.174 1.332 0.000 8774 11
2031-10-18 1.188 1.907 1.187 1.906 0.000 9197 11
2031-10-19 1.611 2.226 1.610 2.226 0.000 9147 11
2031-10-20 1.590 2.269 1.589 2.268 0.000 8778 11
2031-10-21 1.543 2.176 1.542 2.175 0.000 8586 11
2031-10-22 1.059 1.090 1.060 1.090 0.000 8595 11
2031-10-23 0.992 0.895 0.992 0.895 0.000 8418 11
2031-10-24 0.750 0.881 0.749 0.881 0.000 8973 11
2031-10-25 0.734 0.899 0.734 0.899 0.000 9230 11
2031-10-26 0.590 0.787 0.590 0.786 0.000 9368 11
2031-10-27 0.618 0.968 0.618 0.967 0.000 9441 11
2031-10-28 0.515 0.585 0.515 0.585 0.000 9692 11
2031-10-29 0.613 0.831 0.613 0.831 0.000 9715 11
2031-10-30 0.693 0.725 0.693 0.725 0.000 9259 11
2031-10-31 0.928 0.928 0.928 0.927 0.000 8915 11
2031-11-01 0.738 0.759 0.738 0.759 0.000 8949 11
2031-11-02 0.784 0.733 0.783 0.733 0.000 9028 11
2031-11-03 0.807 0.882 0.807 0.882 0.000 8908 11
2031-11-04 0.773 0.746 0.773 0.746 0.000 8714 11
2031-11-05 0.793 0.722 0.793 0.723 0.000 8780 11
2031-11-06 0.948 0.814 0.948 0.814 0.000 8631 11
2031-11-07 0.892 1.076 0.893 1.075 0.000 8907 11
2031-11-08 0.953 0.971 0.954 0.971 0.000 8918 11
2031-11-09 1.132 0.882 1.133 0.883 0.000 8483 11
2031-11-10 1.199 0.862 1.199 0.865 0.000 8158 11
2031-11-11 1.114 0.751 1.114 0.751 0.000 7948 11
2031-11-12 1.183 0.682 1.182 0.683 0.000 7679 11
2031-11-13 1.307 0.843 1.307 0.844 0.000 7735 11
2031-11-14 1.217 0.840 1.216 0.841 0.000 7627 11
2031-11-15 0.983 0.773 0.982 0.773 0.000 7792 11
2031-11-16 1.095 0.893 1.094 0.893 0.000 7958 11
2031-11-17 1.138 0.775 1.138 0.775 0.000 7824 11
2031-11-18 1.292 0.861 1.292 0.862 0.000 7597 11
2031-11-19 1.330 0.830 1.331 0.831 0.000 7580 11
2031-11-20 1.199 0.850 1.199 0.850 0.000 7571 11
2031-11-21 1.186 0.923 1.185 0.923 0.000 7618 11
2031-11-22 0.927 0.957 0.927 0.957 0.000 8159 11
2031-11-23 1.088 1.183 1.087 1.183 0.000 8154 11
2031-11-24 0.950 1.045 0.950 1.044 0.000 8318 11
2031-11-25 0.951 1.159 0.951 1.158 0.000 8663 11
2031-11-26 0.906 0.915 0.905 0.915 0.000 8482 11
2031-11-27 0.837 0.809 0.836 0.809 0.000 8511 11
2031-11-28 0.615 0.650 0.615 0.650 0.000 8802 11
2031-11-29 0.575 0.657 0.574 0.656 0.000 9236 11
2031-11-30 0.677 0.690 0.677 0.690 0.000 9188 11
2031-12-01 0.693 0.595 0.693 0.595 0.000 8892 11
2031-12-02 0.769 0.581 0.769 0.581 0.000 8450 11
2031-12-03 0.597 0.504 0.598 0.504 0.000 8832 11
2031-12-04 0.635 0.637 0.636 0.637 0.000 9016 11
2031-12-05 0.697 0.720 0.697 0.721 0.000 8993 11
2031-12-06 0.605 0.713 0.604 0.713 0.000 9333 11
2031-12-07 0.626 0.666 0.625 0.666 0.000 9357 11
2031-12-08 0.729 0.684 0.729 0.684 0.000 9131 11
2031-12-09 0.697 0.623 0.697 0.623 0.000 9001 11
2031-12-10 0.770 0.631 0.769 0.631 0.000 8590 11
2031-12-11 0.677 0.535 0.677 0.534 0.000 8644 11
2031-12-12 0.649 0.462 0.649 0.462 0.000 8467 11
2031-12-13 0.666 0.469 0.666 0.469 0.000 8188 11
2031-12-14 0.641 0.501 0.641 0.501 0.000 8212 11
2031-12-15 0.635 0.573 0.635 0.573 0.000 8340 11
2031-12-16 0.591 0.522 0.591 0.522 0.000 8414 11
2031-12-17 0.484 0.483 0.484 0.483 0.000 8732 11
2031-12-18 0.444 0.504 0.444 0.504 0.000 9087 11
2031-12-19 0.407 0.494 0.407 0.495 0.000 9457 11
2031-12-20 0.516 0.567 0.516 0.567 0.000 9646 11
2031-12-21 0.595 0.833 0.596 0.834 0.000 9558 11
2031-12-22 0.629 0.824 0.629 0.825 0.000 9410 11
2031-12-23 0.520 0.601 0.520 0.601 0.000 9365 11
2031-12-24 0.422 0.470 0.423 0.470 0.000 9456 11
2031-12-25 0.605 0.579 0.606 0.579 0.000 9122 11
2031-12-26 0.612 0.695 0.614 0.698 0.000 9086 11
2031-12-27 0.511 0.516 0.512 0.518 0.000 9061 11
2031-12-28 0.457 0.450 0.457 0.450 0.000 9017 11
2031-12-29 0.427 0.452 0.427 0.452 0.000 9263 11
2031-12-30 0.420 0.410 0.421 0.410 0.000 9255 11
2031-12-31 0.487 0.504 0.488 0.505 0.000 9151 11
================================================================================
BUI - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 5.818000 0.565000 5.818000 0.565000 0.000 208 0
2031-01-02 5.435000 1.043000 5.435000 1.043000 0.000 187 0
2031-01-03 5.001000 1.551000 5.001000 1.551000 0.000 179 0
2031-01-04 4.799000 1.784000 4.799000 1.784000 0.000 172 0
2031-01-05 4.475000 1.943000 4.475000 1.943000 0.000 168 0
2031-01-06 3.931000 2.131000 3.931000 2.131000 0.000 146 0
2031-01-07 3.745000 2.240000 3.745000 2.240000 0.000 134 0
2031-01-08 3.239000 2.539000 3.239000 2.539000 0.000 55 0
2031-01-09 3.021000 2.601000 3.021000 2.601000 0.000 54 0
2031-01-10 2.902000 2.558000 2.902000 2.558000 0.000 55 0
2031-01-11 2.780000 2.535000 2.780000 2.535000 0.000 55 0
2031-01-12 2.722000 2.562000 2.722000 2.562000 0.000 55 0
2031-01-13 2.689000 2.559000 2.689000 2.559000 0.000 55 0
2031-01-14 2.642000 2.530000 2.642000 2.530000 0.000 54 0
2031-01-15 2.607000 2.499000 2.607000 2.499000 0.000 54 0
2031-01-16 2.458000 2.391000 2.458000 2.391000 0.000 53 0
2031-01-17 2.352000 2.314000 2.352000 2.314000 0.000 54 0
2031-01-18 2.095000 2.168000 2.095000 2.168000 0.000 54 0
2031-01-19 1.867000 2.013000 1.867000 2.013000 0.000 50 0
2031-01-20 1.721000 1.963000 1.721000 1.963000 0.000 47 0
2031-01-21 1.645000 1.962000 1.645000 1.962000 0.000 45 0
2031-01-22 1.621000 1.949000 1.621000 1.949000 0.000 41 0
2031-01-23 1.551000 1.915000 1.551000 1.915000 0.000 37 0
2031-01-24 1.476000 1.841000 1.476000 1.841000 0.000 37 0
2031-01-25 1.460000 1.835000 1.460000 1.835000 0.000 37 0
2031-01-26 1.450000 1.838000 1.450000 1.838000 0.000 37 0
2031-01-27 1.235000 1.683000 1.235000 1.683000 0.000 30 0
2031-01-28 0.980000 1.508000 0.980000 1.508000 0.000 25 0
2031-01-29 0.964000 1.508000 0.964000 1.508000 0.000 25 0
2031-01-30 0.927000 1.500000 0.927000 1.500000 0.000 25 0
2031-01-31 0.899000 1.487000 0.899000 1.487000 0.000 25 0
2031-02-01 0.890000 1.478000 0.890000 1.478000 0.000 25 0
2031-02-02 0.879000 1.470000 0.879000 1.470000 0.000 25 0
2031-02-03 0.614000 1.243000 0.614000 1.243000 0.000 9 0
2031-02-04 0.555000 1.200000 0.555000 1.200000 0.000 8 0
2031-02-05 0.551000 1.200000 0.551000 1.200000 0.000 8 0
2031-02-06 0.490000 1.136000 0.490000 1.136000 0.000 8 0
2031-02-07 0.464000 1.109000 0.464000 1.109000 0.000 8 0
2031-02-08 0.454000 1.104000 0.454000 1.104000 0.000 8 0
2031-02-09 0.441000 1.090000 0.441000 1.090000 0.000 8 0
2031-02-10 0.349000 0.909000 0.349000 0.909000 0.000 8 0
2031-02-11 0.347000 0.907000 0.347000 0.907000 0.000 8 0
2031-02-12 0.345000 0.906000 0.345000 0.906000 0.000 8 0
2031-02-13 0.343000 0.906000 0.343000 0.906000 0.000 8 0
2031-02-14 0.343000 0.906000 0.343000 0.906000 0.000 8 0
2031-02-15 0.343000 0.906000 0.343000 0.906000 0.000 8 0
2031-02-16 0.343000 0.906000 0.343000 0.906000 0.000 8 0
2031-02-17 0.343000 0.906000 0.343000 0.906000 0.000 8 0
2031-02-18 0.336000 0.898000 0.336000 0.898000 0.000 8 0
2031-02-19 0.334000 0.891000 0.334000 0.891000 0.000 8 0
2031-02-20 0.334000 0.891000 0.334000 0.891000 0.000 8 0
2031-02-21 0.322000 0.872000 0.322000 0.872000 0.000 8 0
2031-02-22 0.317000 0.867000 0.317000 0.867000 0.000 8 0
2031-02-23 0.308000 0.856000 0.308000 0.856000 0.000 8 0
2031-02-24 0.292000 0.839000 0.292000 0.839000 0.000 7 0
2031-02-25 0.287000 0.838000 0.287000 0.838000 0.000 7 0
2031-02-26 0.270000 0.809000 0.270000 0.809000 0.000 7 0
2031-02-27 0.263000 0.807000 0.263000 0.807000 0.000 7 0
2031-02-28 0.252000 0.791000 0.252000 0.791000 0.000 7 0
2031-03-01 0.249000 0.790000 0.249000 0.790000 0.000 7 0
2031-03-02 0.249000 0.790000 0.249000 0.790000 0.000 7 0
2031-03-03 0.249000 0.790000 0.249000 0.790000 0.000 7 0
2031-03-04 0.249000 0.790000 0.249000 0.790000 0.000 7 0
2031-03-05 0.249000 0.790000 0.249000 0.790000 0.000 7 0
2031-03-06 0.249000 0.787000 0.249000 0.787000 0.000 7 0
2031-03-07 0.249000 0.787000 0.249000 0.787000 0.000 7 0
2031-03-08 0.248000 0.783000 0.248000 0.783000 0.000 7 0
2031-03-09 0.257000 0.787000 0.257000 0.787000 0.000 7 0
2031-03-10 0.261000 0.790000 0.261000 0.790000 0.000 7 0
2031-03-11 0.253000 0.775000 0.253000 0.775000 0.000 7 0
2031-03-12 0.253000 0.775000 0.253000 0.775000 0.000 7 0
2031-03-13 0.254000 0.774000 0.254000 0.774000 0.000 7 0
2031-03-14 0.254000 0.775000 0.254000 0.775000 0.000 7 0
2031-03-15 0.254000 0.775000 0.254000 0.775000 0.000 7 0
2031-03-16 0.245000 0.763000 0.245000 0.763000 0.000 7 0
2031-03-17 0.227000 0.723000 0.227000 0.723000 0.000 7 0
2031-03-18 0.229000 0.725000 0.229000 0.725000 0.000 7 0
2031-03-19 0.234000 0.728000 0.234000 0.728000 0.000 7 0
2031-03-20 0.247000 0.729000 0.247000 0.729000 0.000 7 0
2031-03-21 0.283000 0.723000 0.283000 0.723000 0.000 7 0
2031-03-22 0.323000 0.742000 0.323000 0.742000 0.000 7 0
2031-03-23 0.366000 0.759000 0.366000 0.759000 0.000 7 0
2031-03-24 0.403000 0.782000 0.403000 0.782000 0.000 5 0
2031-03-25 0.519000 0.886000 0.519000 0.886000 0.000 4 0
2031-03-26 0.658000 1.037000 0.658000 1.037000 0.000 4 0
2031-03-27 0.865000 1.294000 0.865000 1.294000 0.000 3 0
2031-03-28 1.095000 1.638000 1.095000 1.638000 0.000 3 0
2031-03-29 1.319000 2.011000 1.319000 2.011000 0.000 2 0
2031-03-30 1.516000 2.490000 1.516000 2.490000 0.000 9 0
2031-03-31 1.891000 3.021000 1.891000 3.021000 0.000 16 0
2031-04-01 2.493000 3.780000 2.493000 3.780000 0.000 18 0
2031-04-02 3.070000 4.476000 3.070000 4.476000 0.000 18 0
2031-04-03 3.416000 5.184000 3.416000 5.184000 0.000 17 0
2031-04-04 4.035000 5.920000 4.035000 5.920000 0.000 14 0
2031-04-05 4.671000 6.849000 4.671000 6.849000 0.000 9 0
2031-04-06 5.268000 7.726000 5.268000 7.726000 0.000 15 0
2031-04-07 5.990000 8.516000 5.990000 8.516000 0.000 17 0
2031-04-08 6.916000 9.515000 6.916000 9.515000 0.000 12 0
2031-04-09 8.065000 10.410000 8.065000 10.410000 0.000 17 0
2031-04-10 9.049000 11.189000 9.049000 11.189000 0.000 14 0
2031-04-11 9.878000 11.952000 9.878000 11.952000 0.000 12 0
2031-04-12 11.029000 12.804000 11.029000 12.804000 0.000 9 0
2031-04-13 11.815000 13.623000 11.815000 13.623000 0.000 3 0
2031-04-14 12.507000 14.653000 12.507000 14.653000 0.000 4 0
2031-04-15 13.157000 15.753000 13.157000 15.753000 0.000 3 0
2031-04-16 13.853000 17.018999 13.853000 17.018999 0.000 6 0
2031-04-17 14.864000 17.618999 14.864000 17.618999 0.000 7 0
2031-04-18 14.346000 16.907000 14.346000 16.907000 0.000 3 0
2031-04-19 14.920000 16.941999 14.920000 16.941999 0.000 9 0
2031-04-20 15.634000 17.180000 15.634000 17.180000 0.000 5 0
2031-04-21 16.281000 17.438000 16.281000 17.438000 0.000 6 0
2031-04-22 16.671000 17.788000 16.671000 17.788000 0.000 3 0
2031-04-23 16.849001 18.193001 16.849001 18.193001 0.000 2 0
2031-04-24 17.590000 18.719000 17.590000 18.719000 0.000 4 0
2031-04-25 17.697001 17.785999 17.697001 17.785999 0.000 4 0
2031-04-26 17.443001 17.511999 17.443001 17.511999 0.000 5 0
2031-04-27 15.884000 13.799000 15.884000 13.799000 0.000 3 0
2031-04-28 17.042999 14.727000 17.042999 14.727000 0.000 5 0
2031-04-29 18.490000 15.874000 18.490000 15.874000 0.000 4 0
2031-04-30 19.989000 16.958000 19.989000 16.958000 0.062 24 0
2031-05-01 21.267000 18.247999 21.267000 18.247999 0.035 36 0
2031-05-02 21.436001 18.573999 21.436001 18.573999 0.030 30 0
2031-05-03 21.193001 17.547001 21.193001 17.547001 0.029 32 0
2031-05-04 21.888000 17.087000 21.888000 17.087000 0.028 34 0
2031-05-05 23.768999 17.590000 23.768999 17.590000 0.026 32 0
2031-05-06 24.833000 18.013000 24.833000 18.013000 0.025 28 0
2031-05-07 25.851999 18.599001 25.851999 18.599001 0.025 27 0
2031-05-08 26.889000 19.808001 26.889000 19.808001 0.026 31 0
2031-05-09 28.128000 20.334000 28.128000 20.334000 0.026 27 0
2031-05-10 28.468000 21.190001 28.468000 21.190001 0.026 29 0
2031-05-11 29.323999 22.045000 29.323999 22.045000 0.025 28 0
2031-05-12 31.198999 23.200001 31.198999 23.200001 0.025 27 0
2031-05-13 31.004000 22.087000 31.004000 22.087000 0.025 29 0
2031-05-14 28.701000 20.666000 28.701000 20.666000 0.019 29 0
2031-05-15 29.017000 21.895000 29.017000 21.895000 0.007 30 0
2031-05-16 30.271000 23.362000 30.271000 23.362000 0.007 28 0
2031-05-17 31.296000 24.683001 31.296000 24.683001 0.007 28 0
2031-05-18 33.366001 25.799000 33.366001 25.799000 0.005 29 0
2031-05-19 34.726002 26.530001 34.726002 26.530001 0.006 30 0
2031-05-20 36.055000 28.017000 36.055000 28.017000 0.006 27 0
2031-05-21 36.855999 29.518999 36.855999 29.518999 0.007 29 0
2031-05-22 37.342999 30.066000 37.342999 30.066000 0.007 28 0
2031-05-23 36.514999 29.132999 36.514999 29.132999 0.007 27 0
2031-05-24 37.564999 28.684999 37.564999 28.684999 0.005 27 0
2031-05-25 38.182999 29.218000 38.182999 29.218000 0.004 27 0
2031-05-26 38.023998 29.045000 38.023998 29.045000 0.004 28 0
2031-05-27 38.250999 29.681999 38.250999 29.681999 0.004 29 0
2031-05-28 36.712002 31.197001 36.712002 31.197001 0.003 27 0
2031-05-29 36.373001 29.834000 36.373001 29.834000 0.002 26 0
2031-05-30 36.563000 30.724001 36.563000 30.724001 0.001 27 0
2031-05-31 38.369999 31.525000 38.369999 31.525000 0.001 28 0
2031-06-01 40.466999 32.423000 40.466999 32.423000 0.001 21 0
2031-06-02 42.160999 32.391998 42.160999 32.391998 0.001 20 0
2031-06-03 43.244999 32.995998 43.244999 32.995998 0.001 20 0
2031-06-04 42.141998 34.742001 42.141998 34.742001 0.001 20 0
2031-06-05 41.417000 35.160000 41.417000 35.160000 0.001 20 0
2031-06-06 41.611000 35.327999 41.611000 35.327999 0.001 20 0
2031-06-07 41.588001 36.435001 41.588001 36.435001 0.001 21 0
2031-06-08 42.164001 37.541000 42.164001 37.541000 0.001 20 0
2031-06-09 43.054001 36.796001 43.054001 36.796001 0.001 21 0
2031-06-10 44.620998 37.912998 44.620998 37.912998 0.001 20 0
2031-06-11 45.556999 38.986000 45.556999 38.986000 0.051 24 0
2031-06-12 46.943001 40.308998 46.943001 40.308998 0.051 24 0
2031-06-13 46.598000 41.775002 46.598000 41.775002 0.047 24 0
2031-06-14 45.743999 42.671001 45.743999 42.671001 0.047 21 0
2031-06-15 42.518002 40.060001 42.518002 40.060001 0.046 22 0
2031-06-16 39.641998 32.568001 39.641998 32.568001 0.045 22 0
2031-06-17 40.188000 33.237999 40.188000 33.237999 0.028 23 0
2031-06-18 39.556999 31.455000 39.556999 31.455000 0.038 25 0
2031-06-19 38.901001 32.527000 38.901001 32.527000 0.058 26 0
2031-06-20 37.855999 31.400999 37.855999 31.400999 0.120 28 0
2031-06-21 38.632000 32.401001 38.632000 32.401001 0.113 29 0
2031-06-22 39.632999 33.439999 39.632999 33.439999 0.099 28 0
2031-06-23 40.113998 34.263000 40.113998 34.263000 0.088 30 0
2031-06-24 41.581001 35.096001 41.581001 35.096001 0.077 29 0
2031-06-25 44.526001 35.808998 44.526001 35.808998 0.070 28 0
2031-06-26 45.147999 33.313000 45.147999 33.313000 0.065 28 0
2031-06-27 45.810001 33.429001 45.810001 33.429001 0.062 28 0
2031-06-28 45.705002 31.239000 45.705002 31.239000 0.060 28 0
2031-06-29 46.529999 26.363001 46.529999 26.363001 0.058 28 0
2031-06-30 47.917999 26.697001 47.917999 26.697001 0.056 29 0
2031-07-01 48.659000 28.635000 48.659000 28.635000 0.054 28 0
2031-07-02 50.271999 30.495001 50.271999 30.495001 0.031 29 0
2031-07-03 50.644001 30.908001 50.644001 30.908001 0.026 29 0
2031-07-04 47.146000 29.016001 47.146000 29.016001 0.022 27 0
2031-07-05 44.522999 27.312000 44.522999 27.312000 0.022 28 0
2031-07-06 43.353001 26.874001 43.353001 26.874001 0.021 27 0
2031-07-07 43.018002 27.698000 43.018002 27.698000 0.021 28 0
2031-07-08 42.772999 28.566999 42.772999 28.566999 0.021 28 0
2031-07-09 44.141998 28.722000 44.141998 28.722000 0.021 27 0
2031-07-10 44.504002 30.841999 44.504002 30.841999 0.020 28 0
2031-07-11 43.660999 32.174000 43.660999 32.174000 0.020 27 0
2031-07-12 42.401001 33.317001 42.401001 33.317001 0.020 27 0
2031-07-13 41.220001 33.425999 41.220001 33.425999 0.020 26 0
2031-07-14 40.549999 32.520000 40.549999 32.520000 0.018 27 0
2031-07-15 39.189999 32.303001 39.189999 32.303001 0.014 27 0
2031-07-16 40.368000 32.132999 40.368000 32.132999 0.014 28 0
2031-07-17 40.099998 30.527000 40.099998 30.527000 0.013 25 0
2031-07-18 39.120998 30.121000 39.120998 30.121000 0.013 26 0
2031-07-19 35.556999 28.698000 35.556999 28.698000 0.008 27 0
2031-07-20 34.175999 28.618999 34.175999 28.618999 0.008 26 0
2031-07-21 34.098999 27.823000 34.098999 27.823000 0.004 25 0
2031-07-22 33.000000 25.900000 33.000000 25.900000 0.004 25 0
2031-07-23 33.126999 26.320999 33.126999 26.320999 0.003 24 0
2031-07-24 34.848999 27.322001 34.848999 27.322001 0.003 25 0
2031-07-25 36.119999 28.212000 36.119999 28.212000 0.003 21 0
2031-07-26 36.318001 27.598000 36.318001 27.598000 0.003 23 0
2031-07-27 35.217999 27.643000 35.217999 27.643000 0.002 22 0
2031-07-28 34.585999 27.796000 34.585999 27.796000 0.002 20 0
2031-07-29 34.146000 27.747000 34.146000 27.747000 0.002 20 0
2031-07-30 32.259998 23.993000 32.259998 23.993000 0.002 23 0
2031-07-31 30.875000 21.688000 30.875000 21.688000 0.001 23 0
2031-08-01 30.985001 21.687000 30.985001 21.687000 0.001 22 0
2031-08-02 30.642000 20.504000 30.642000 20.504000 0.000 20 0
2031-08-03 32.444000 21.177000 32.444000 21.177000 0.000 22 0
2031-08-04 34.209999 22.062000 34.209999 22.062000 0.000 21 0
2031-08-05 36.352001 22.822001 36.352001 22.822001 0.000 19 0
2031-08-06 37.480000 23.952999 37.480000 23.952999 0.000 21 0
2031-08-07 35.515999 25.794001 35.515999 25.794001 0.000 17 0
2031-08-08 33.534000 23.421000 33.534000 23.421000 0.000 22 0
2031-08-09 35.581001 23.729000 35.581001 23.729000 0.000 17 0
2031-08-10 37.582001 24.268000 37.582001 24.268000 0.000 14 0
2031-08-11 37.360001 23.106001 37.360001 23.106001 0.000 17 0
2031-08-12 37.557999 24.030001 37.557999 24.030001 0.000 17 0
2031-08-13 39.571999 25.201000 39.571999 25.201000 0.000 15 0
2031-08-14 41.542000 26.117001 41.542000 26.117001 0.000 13 0
2031-08-15 41.396000 24.820999 41.396000 24.820999 0.000 11 0
2031-08-16 40.721001 26.468000 40.721001 26.468000 0.000 9 0
2031-08-17 41.972000 28.294001 41.972000 28.294001 0.000 10 0
2031-08-18 42.153000 28.802999 42.153000 28.802999 0.000 14 0
2031-08-19 41.819000 28.375000 41.819000 28.375000 0.000 9 0
2031-08-20 37.816002 23.285999 37.816002 23.285999 0.000 11 0
2031-08-21 32.441002 21.341000 32.441002 21.341000 0.000 8 0
2031-08-22 30.181999 22.082001 30.181999 22.082001 0.000 4 0
2031-08-23 30.270000 22.659000 30.270000 22.659000 0.000 7 0
2031-08-24 30.332001 22.311001 30.332001 22.311001 0.000 10 0
2031-08-25 26.677999 17.422001 26.677999 17.422001 0.046 12 0
2031-08-26 23.886999 16.339001 23.886999 16.339001 0.039 11 0
2031-08-27 24.313000 17.357000 24.313000 17.357000 0.038 10 0
2031-08-28 24.306999 18.093000 24.306999 18.093000 0.036 9 0
2031-08-29 24.927999 19.100000 24.927999 19.100000 0.030 10 0
2031-08-30 25.735001 19.346001 25.735001 19.346001 0.029 12 0
2031-08-31 25.396999 19.209999 25.396999 19.209999 0.018 9 0
2031-09-01 24.736000 20.408001 24.736000 20.408001 0.011 14 0
2031-09-02 23.028999 19.429001 23.028999 19.429001 0.008 12 0
2031-09-03 21.337999 19.025999 21.337999 19.025999 0.005 10 0
2031-09-04 20.583000 19.886000 20.583000 19.886000 0.003 12 0
2031-09-05 20.320000 19.724001 20.320000 19.724001 0.001 7 0
2031-09-06 20.242001 19.937000 20.242001 19.937000 0.000 3 0
2031-09-07 18.783001 19.080999 18.783001 19.080999 0.000 8 0
2031-09-08 17.681000 18.112000 17.681000 18.112000 0.000 3 0
2031-09-09 17.054001 17.990000 17.054001 17.990000 0.000 5 0
2031-09-10 16.601000 17.445000 16.601000 17.445000 0.000 4 0
2031-09-11 16.242001 17.372000 16.242001 17.372000 0.000 3 0
2031-09-12 15.435000 16.716999 15.435000 16.716999 0.000 4 0
2031-09-13 15.334000 16.097000 15.334000 16.097000 0.000 1 0
2031-09-14 14.023000 14.321000 14.023000 14.321000 0.000 2 0
2031-09-15 13.138000 13.765000 13.138000 13.765000 0.000 7 0
2031-09-16 13.570000 14.545000 13.570000 14.545000 0.000 4 0
2031-09-17 13.532000 14.449000 13.532000 14.449000 0.000 3 0
2031-09-18 12.140000 13.173000 12.140000 13.173000 0.000 4 0
2031-09-19 11.795000 13.805000 11.795000 13.805000 0.000 3 0
2031-09-20 10.942000 13.283000 10.942000 13.283000 0.000 1 0
2031-09-21 9.939000 13.136000 9.939000 13.136000 0.000 2 0
2031-09-22 9.147000 13.673000 9.147000 13.673000 0.000 3 0
2031-09-23 8.521000 12.527000 8.521000 12.527000 0.000 1 0
2031-09-24 8.151000 11.171000 8.151000 11.171000 0.000 4 0
2031-09-25 7.864000 11.297000 7.864000 11.297000 0.000 2 0
2031-09-26 8.290000 11.257000 8.290000 11.257000 0.000 2 0
2031-09-27 9.299000 11.356000 9.299000 11.356000 0.000 2 0
2031-09-29 8.301000 11.792000 8.301000 11.792000 0.000 1 0
2031-09-30 8.129000 12.368000 8.129000 12.368000 0.000 1 0
2031-10-01 8.269000 12.838000 8.269000 12.838000 0.000 2 0
2031-10-03 8.259000 13.200000 8.259000 13.200000 0.000 1 0
2031-10-08 8.663000 14.289000 8.663000 14.289000 0.000 1 0
2031-10-11 9.720000 15.457000 9.720000 15.457000 0.000 1 0
2031-10-14 9.404000 14.107000 9.404000 14.107000 0.000 1 0
================================================================================
FWI - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 1.933 1.474 1.933 1.474 0.000 4625 0
2031-01-02 1.046 1.085 1.046 1.085 0.000 6265 0
2031-01-03 0.724 0.866 0.724 0.866 0.000 6846 0
2031-01-04 0.596 0.778 0.596 0.778 0.000 6918 0
2031-01-05 0.449 0.433 0.449 0.433 0.000 7409 0
2031-01-06 0.397 0.515 0.397 0.515 0.000 7920 0
2031-01-07 0.475 0.720 0.475 0.720 0.000 7919 0
2031-01-08 0.365 0.539 0.365 0.539 0.000 8388 0
2031-01-09 0.369 0.579 0.369 0.579 0.000 8592 0
2031-01-10 0.273 0.328 0.273 0.328 0.000 8593 0
2031-01-11 0.269 0.304 0.269 0.304 0.000 8355 0
2031-01-12 0.280 0.264 0.280 0.264 0.000 8153 0
2031-01-13 0.279 0.285 0.279 0.285 0.000 8053 0
2031-01-14 0.286 0.348 0.286 0.348 0.000 8054 0
2031-01-15 0.265 0.221 0.265 0.221 0.000 8031 0
2031-01-16 0.235 0.174 0.235 0.174 0.000 8019 0
2031-01-17 0.229 0.162 0.229 0.162 0.000 7861 0
2031-01-18 0.226 0.157 0.226 0.157 0.000 7749 0
2031-01-19 0.259 0.202 0.259 0.202 0.000 7873 0
2031-01-20 0.246 0.212 0.246 0.212 0.000 8148 0
2031-01-21 0.229 0.211 0.229 0.211 0.000 8093 0
2031-01-22 0.235 0.196 0.235 0.196 0.000 8254 0
2031-01-23 0.259 0.215 0.259 0.215 0.000 8089 0
2031-01-24 0.318 0.299 0.318 0.299 0.000 7888 0
2031-01-25 0.307 0.252 0.307 0.252 0.000 7794 0
2031-01-26 0.284 0.194 0.284 0.194 0.000 7780 0
2031-01-27 0.274 0.225 0.274 0.225 0.000 7855 0
2031-01-28 0.232 0.259 0.232 0.259 0.000 8261 0
2031-01-29 0.188 0.168 0.188 0.168 0.000 8336 0
2031-01-30 0.169 0.148 0.169 0.148 0.000 8256 0
2031-01-31 0.173 0.143 0.173 0.143 0.000 8173 0
2031-02-01 0.194 0.136 0.194 0.136 0.000 7668 0
2031-02-02 0.228 0.190 0.228 0.190 0.000 7735 0
2031-02-03 0.184 0.245 0.184 0.245 0.000 8168 0
2031-02-04 0.187 0.273 0.187 0.273 0.000 8718 0
2031-02-05 0.165 0.163 0.165 0.163 0.000 8658 0
2031-02-06 0.159 0.158 0.159 0.158 0.000 8779 0
2031-02-07 0.167 0.149 0.167 0.149 0.000 8529 0
2031-02-08 0.194 0.156 0.194 0.156 0.000 8076 0
2031-02-09 0.196 0.141 0.196 0.141 0.000 7676 0
2031-02-10 0.172 0.130 0.172 0.130 0.000 7630 0
2031-02-11 0.172 0.133 0.172 0.133 0.000 7683 0
2031-02-12 0.215 0.157 0.215 0.157 0.000 7582 0
2031-02-13 0.248 0.187 0.248 0.187 0.000 7320 0
2031-02-14 0.241 0.165 0.241 0.165 0.000 7301 0
2031-02-15 0.232 0.153 0.232 0.153 0.000 6934 0
2031-02-16 0.240 0.164 0.240 0.164 0.000 6744 0
2031-02-17 0.256 0.174 0.256 0.174 0.000 6678 0
2031-02-18 0.267 0.161 0.267 0.161 0.000 6572 0
2031-02-19 0.250 0.154 0.250 0.154 0.000 6494 0
2031-02-20 0.241 0.128 0.241 0.128 0.000 6416 0
2031-02-21 0.246 0.190 0.246 0.190 0.000 6755 0
2031-02-22 0.217 0.167 0.217 0.167 0.000 7174 0
2031-02-23 0.212 0.166 0.212 0.166 0.000 7294 0
2031-02-24 0.216 0.177 0.216 0.177 0.000 7208 0
2031-02-25 0.195 0.148 0.195 0.148 0.000 7476 0
2031-02-26 0.196 0.142 0.196 0.142 0.000 7497 0
2031-02-27 0.201 0.157 0.201 0.157 0.000 7425 0
2031-02-28 0.221 0.159 0.221 0.159 0.000 7328 0
2031-03-01 0.252 0.178 0.252 0.178 0.000 7305 0
2031-03-02 0.249 0.189 0.249 0.189 0.000 7267 0
2031-03-03 0.289 0.189 0.289 0.189 0.000 7092 0
2031-03-04 0.296 0.187 0.296 0.187 0.000 7040 0
2031-03-05 0.303 0.183 0.303 0.183 0.000 6682 0
2031-03-06 0.328 0.191 0.328 0.191 0.000 6510 0
2031-03-07 0.335 0.202 0.335 0.202 0.000 6180 0
2031-03-08 0.378 0.285 0.378 0.285 0.000 6240 0
2031-03-09 0.344 0.196 0.344 0.196 0.000 6489 0
2031-03-10 0.317 0.207 0.317 0.207 0.000 6678 0
2031-03-11 0.330 0.232 0.330 0.232 0.000 6831 0
2031-03-12 0.288 0.206 0.288 0.206 0.000 6887 0
2031-03-13 0.299 0.207 0.299 0.207 0.000 6837 0
2031-03-14 0.308 0.202 0.308 0.202 0.000 6731 0
2031-03-15 0.316 0.178 0.316 0.178 0.000 6800 0
2031-03-16 0.309 0.172 0.309 0.172 0.000 6908 0
2031-03-17 0.326 0.236 0.326 0.236 0.000 7096 0
2031-03-18 0.323 0.200 0.323 0.200 0.000 7134 0
2031-03-19 0.335 0.178 0.335 0.178 0.000 6832 0
2031-03-20 0.319 0.188 0.319 0.188 0.000 6745 0
2031-03-21 0.266 0.191 0.266 0.191 0.000 7015 0
2031-03-22 0.254 0.171 0.254 0.171 0.000 6949 0
2031-03-23 0.248 0.168 0.248 0.168 0.000 7255 0
2031-03-24 0.249 0.209 0.249 0.209 0.000 7414 0
2031-03-25 0.314 0.260 0.314 0.260 0.000 7361 0
2031-03-26 0.404 0.444 0.404 0.444 0.000 7288 0
2031-03-27 0.572 0.724 0.572 0.724 0.000 7215 0
2031-03-28 0.649 0.811 0.649 0.811 0.000 7275 0
2031-03-29 0.805 1.242 0.805 1.242 0.000 7476 0
2031-03-30 1.047 1.740 1.047 1.740 0.000 7794 0
2031-03-31 1.076 1.650 1.076 1.650 0.000 7577 0
2031-04-01 1.305 2.145 1.305 2.145 0.000 7624 0
2031-04-02 1.429 2.191 1.429 2.191 0.000 7356 0
2031-04-03 1.654 3.302 1.654 3.302 0.000 7756 0
2031-04-04 2.221 4.141 2.221 4.141 0.000 7894 0
2031-04-05 2.320 4.113 2.320 4.113 0.000 7991 0
2031-04-06 2.948 5.635 2.948 5.635 0.000 7858 0
2031-04-07 3.536 6.088 3.536 6.088 0.000 7606 0
2031-04-08 3.917 6.241 3.917 6.241 0.000 7654 0
2031-04-09 3.812 5.478 3.812 5.478 0.000 7331 0
2031-04-10 4.292 5.834 4.292 5.834 0.000 7152 0
2031-04-11 4.774 6.471 4.774 6.471 0.000 7331 0
2031-04-12 4.979 6.629 4.979 6.629 0.000 7234 0
2031-04-13 5.483 7.029 5.483 7.029 0.000 7221 0
2031-04-14 4.935 6.651 4.935 6.651 0.000 7159 0
2031-04-15 4.485 6.650 4.485 6.650 0.000 7108 0
2031-04-16 4.995 7.603 4.995 7.603 0.000 7284 0
2031-04-17 5.849 8.584 5.849 8.584 0.000 7256 0
2031-04-18 6.095 9.671 6.095 9.671 0.000 7399 0
2031-04-19 5.663 7.759 5.663 7.759 0.000 7417 0
2031-04-20 5.946 7.781 5.946 7.781 0.000 7366 0
2031-04-21 5.898 6.883 5.898 6.883 0.000 7186 0
2031-04-22 5.766 6.471 5.766 6.471 0.000 7248 0
2031-04-23 5.422 6.729 5.422 6.729 0.000 7228 0
2031-04-24 5.402 6.535 5.402 6.535 0.000 7124 0
2031-04-25 6.176 7.406 6.176 7.406 0.000 7163 0
2031-04-26 5.520 6.679 5.519 6.678 0.000 7213 3
2031-04-27 3.718 4.422 3.716 4.421 0.027 7452 6
2031-04-28 5.255 5.688 5.252 5.688 0.017 7492 6
2031-04-29 6.191 6.578 6.186 6.578 0.020 7407 11
2031-04-30 8.406 8.792 8.399 8.791 0.028 7224 11
2031-05-01 7.578 8.228 7.572 8.227 0.036 7153 11
2031-05-02 6.365 7.359 6.360 7.358 0.106 7255 11
2031-05-03 6.112 7.334 6.107 7.333 0.380 7348 11
2031-05-04 6.777 6.969 6.773 6.967 0.435 7290 11
2031-05-05 7.089 6.437 7.083 6.437 0.169 7041 11
2031-05-06 7.472 6.677 7.467 6.677 0.113 6786 11
2031-05-07 7.989 6.988 7.984 6.988 0.114 6750 11
2031-05-08 8.849 8.642 8.843 8.641 0.105 6922 11
2031-05-09 9.231 9.893 9.225 9.891 0.081 6951 11
2031-05-10 9.228 9.515 9.222 9.513 0.038 6967 11
2031-05-11 9.031 8.759 9.027 8.757 0.014 7352 11
2031-05-12 8.618 8.377 8.614 8.375 0.009 7219 11
2031-05-13 8.035 8.241 8.031 8.239 0.013 7383 11
2031-05-14 7.489 8.328 7.484 8.326 0.000 7797 11
2031-05-15 9.569 12.022 9.561 12.019 0.000 7553 11
2031-05-16 9.495 10.219 9.488 10.218 0.000 7426 11
2031-05-17 8.614 9.501 8.607 9.500 0.000 7456 11
2031-05-18 10.595 11.513 10.586 11.512 0.000 7099 11
2031-05-19 11.104 11.014 11.095 11.014 0.002 7034 11
2031-05-20 11.138 10.644 11.129 10.643 0.001 6858 11
2031-05-21 11.708 12.203 11.699 12.202 0.000 6932 11
2031-05-22 12.123 12.505 12.114 12.504 0.002 6889 11
2031-05-23 10.965 12.372 10.959 12.369 0.003 7206 11
2031-05-24 10.538 11.220 10.532 11.218 0.000 7154 11
2031-05-25 10.847 11.249 10.838 11.248 0.000 7317 11
2031-05-26 9.106 10.324 9.099 10.323 0.000 7399 11
2031-05-27 8.160 9.803 8.155 9.800 0.001 7480 11
2031-05-28 7.529 9.357 7.525 9.355 0.000 8152 11
2031-05-29 8.412 9.830 8.407 9.827 0.000 7955 11
2031-05-30 8.277 10.081 8.275 10.077 0.000 7830 11
2031-05-31 9.985 10.149 9.988 10.147 0.000 7520 11
2031-06-01 13.016 10.919 13.021 10.919 0.000 6976 11
2031-06-02 13.902 11.936 13.912 11.941 0.000 6914 11
2031-06-03 12.164 12.341 12.158 12.337 0.000 7060 11
2031-06-04 10.572 13.162 10.563 13.159 0.000 7517 11
2031-06-05 9.699 12.174 9.691 12.171 0.000 7845 11
2031-06-06 9.491 11.744 9.485 11.741 0.000 7828 11
2031-06-07 10.944 13.223 10.940 13.219 0.000 7577 11
2031-06-08 10.904 11.843 10.895 11.842 0.000 7516 11
2031-06-09 12.022 13.261 12.015 13.258 0.000 7180 11
2031-06-10 12.559 14.159 12.549 14.156 0.000 7149 11
2031-06-11 13.335 14.807 13.324 14.805 0.000 7153 11
2031-06-12 12.431 12.851 12.420 12.850 0.000 7189 11
2031-06-13 10.638 12.416 10.628 12.415 0.000 7418 11
2031-06-14 11.379 15.310 11.369 15.307 0.001 7841 11
2031-06-15 8.679 13.457 8.672 13.454 0.004 8140 11
2031-06-16 6.169 7.792 6.165 7.790 0.010 8386 11
2031-06-17 7.873 8.978 7.868 8.976 0.001 8108 11
2031-06-18 7.405 8.280 7.399 8.279 0.001 8029 11
2031-06-19 8.640 10.653 8.633 10.651 0.010 7975 11
2031-06-20 11.258 14.393 11.256 14.387 0.015 7886 11
2031-06-21 9.673 13.304 9.667 13.300 0.008 7686 11
2031-06-22 9.863 12.293 9.859 12.289 0.023 7772 11
2031-06-23 10.139 11.721 10.132 11.719 0.037 7500 11
2031-06-24 11.160 12.050 11.153 12.048 0.122 7336 11
2031-06-25 11.620 11.469 11.613 11.467 0.050 6918 11
2031-06-26 11.170 9.303 11.164 9.302 0.020 6894 11
2031-06-27 12.610 10.679 12.599 10.680 0.026 6836 11
2031-06-28 11.386 9.297 11.376 9.299 0.019 6918 11
2031-06-29 11.689 7.887 11.680 7.890 0.011 6822 11
2031-06-30 12.463 9.544 12.458 9.542 0.010 6750 11
2031-07-01 12.432 10.948 12.429 10.945 0.009 6825 11
2031-07-02 11.847 10.409 11.842 10.406 0.004 6875 11
2031-07-03 10.802 9.716 10.796 9.714 0.004 7235 11
2031-07-04 9.799 9.440 9.794 9.438 0.004 7528 11
2031-07-05 8.807 8.577 8.806 8.574 0.003 7550 11
2031-07-06 8.485 8.470 8.486 8.468 0.003 7554 11
2031-07-07 8.072 8.376 8.075 8.373 0.004 7619 11
2031-07-08 7.538 8.446 7.547 8.450 0.003 7642 11
2031-07-09 9.131 8.315 9.139 8.318 0.003 7515 11
2031-07-10 10.016 9.447 10.028 9.457 0.004 7388 11
2031-07-11 10.503 11.039 10.516 11.046 0.004 7554 11
2031-07-12 9.838 10.724 9.843 10.725 0.003 7664 11
2031-07-13 9.392 10.362 9.389 10.361 0.003 7769 11
2031-07-14 8.391 9.994 8.390 9.990 0.001 7781 11
2031-07-15 8.212 10.193 8.213 10.189 0.001 7765 11
2031-07-16 9.868 10.554 9.870 10.550 0.001 7531 11
2031-07-17 8.431 9.108 8.437 9.109 0.002 7402 11
2031-07-18 8.143 8.818 8.149 8.817 0.002 7761 11
2031-07-19 5.885 7.030 5.889 7.030 0.001 8231 11
2031-07-20 5.951 7.102 5.952 7.100 0.001 8260 11
2031-07-21 5.863 6.583 5.866 6.582 0.000 8162 11
2031-07-22 5.563 6.668 5.568 6.669 0.000 7985 11
2031-07-23 6.287 7.034 6.293 7.034 0.000 7775 11
2031-07-24 7.778 7.637 7.782 7.635 0.001 7491 11
2031-07-25 8.260 8.406 8.264 8.403 0.000 7379 11
2031-07-26 7.986 8.605 7.992 8.603 0.000 7386 11
2031-07-27 6.454 8.262 6.463 8.265 0.000 7761 11
2031-07-28 5.832 7.366 5.840 7.371 0.000 7794 11
2031-07-29 5.748 7.060 5.752 7.062 0.000 7817 11
2031-07-30 4.550 5.816 4.549 5.815 0.000 8213 11
2031-07-31 4.363 4.873 4.362 4.871 0.000 8186 11
2031-08-01 5.401 6.128 5.401 6.126 0.000 8021 11
2031-08-02 6.784 6.824 6.788 6.823 0.000 7965 11
2031-08-03 8.062 6.991 8.067 6.990 0.000 7423 11
2031-08-04 8.511 7.044 8.514 7.043 0.000 7162 11
2031-08-05 9.532 7.972 9.538 7.972 0.000 7151 11
2031-08-06 9.262 8.762 9.274 8.770 0.000 7111 11
2031-08-07 8.744 9.667 8.755 9.673 0.000 7820 11
2031-08-08 8.275 9.199 8.283 9.202 0.000 7874 11
2031-08-09 8.974 7.547 8.978 7.547 0.000 7421 11
2031-08-10 9.035 7.370 9.040 7.370 0.000 7115 11
2031-08-11 8.447 8.834 8.461 8.849 0.000 7407 11
2031-08-12 10.049 9.442 10.059 9.446 0.000 7505 11
2031-08-13 10.676 8.607 10.683 8.608 0.000 7096 11
2031-08-14 10.952 8.917 10.959 8.917 0.000 6987 11
2031-08-15 10.796 9.432 10.803 9.437 0.000 6830 11
2031-08-16 10.325 9.464 10.340 9.479 0.000 6965 11
2031-08-17 11.475 10.094 11.493 10.111 0.000 7197 11
2031-08-18 10.496 9.315 10.495 9.311 0.000 7235 11
2031-08-19 8.360 8.119 8.362 8.117 0.000 7410 11
2031-08-20 6.478 5.921 6.478 5.920 0.000 7775 11
2031-08-21 5.321 5.961 5.318 5.961 0.000 8333 11
2031-08-22 4.883 6.417 4.880 6.415 0.000 8549 11
2031-08-23 6.352 7.299 6.348 7.298 0.000 8221 11
2031-08-24 6.058 7.493 6.054 7.491 0.000 7858 11
2031-08-25 4.377 5.568 4.375 5.566 0.000 8257 11
2031-08-26 3.190 4.911 3.189 4.909 0.002 8736 11
2031-08-27 3.978 5.039 3.975 5.038 0.017 8597 11
2031-08-28 4.272 5.391 4.269 5.390 0.067 8348 11
2031-08-29 5.756 6.943 5.751 6.941 0.012 7850 11
2031-08-30 5.959 6.905 5.953 6.905 0.011 7684 11
2031-08-31 4.707 5.975 4.703 5.974 0.000 7970 11
2031-09-01 4.799 6.710 4.795 6.709 0.000 8328 11
2031-09-02 4.644 6.934 4.641 6.932 0.000 8670 11
2031-09-03 3.942 5.122 3.939 5.121 0.000 8777 11
2031-09-04 3.811 5.603 3.808 5.601 0.000 8769 11
2031-09-05 3.474 5.143 3.472 5.141 0.000 8680 11
2031-09-06 3.429 4.982 3.427 4.980 0.000 8537 11
2031-09-07 2.676 4.679 2.674 4.678 0.000 8829 11
2031-09-08 3.090 5.492 3.088 5.490 0.000 8750 11
2031-09-09 2.831 4.784 2.831 4.783 0.000 8874 11
2031-09-10 2.692 4.024 2.691 4.023 0.000 8935 11
2031-09-11 2.405 4.082 2.404 4.081 0.000 8837 11
2031-09-12 2.277 4.091 2.276 4.089 0.000 8861 11
2031-09-13 2.169 3.344 2.168 3.342 0.000 8788 11
2031-09-14 1.698 2.640 1.700 2.640 0.000 8799 11
2031-09-15 1.425 2.233 1.429 2.236 0.000 9032 11
2031-09-16 1.887 2.969 1.889 2.969 0.000 9043 11
2031-09-17 1.724 2.851 1.728 2.853 0.000 8572 11
2031-09-18 1.333 2.712 1.338 2.716 0.000 8687 11
2031-09-19 1.366 2.977 1.367 2.976 0.000 9040 11
2031-09-20 0.955 2.275 0.954 2.274 0.000 9042 11
2031-09-21 0.991 2.870 0.991 2.869 0.000 9221 11
2031-09-22 1.165 2.955 1.164 2.954 0.000 9534 11
2031-09-23 0.938 2.288 0.937 2.287 0.000 9603 11
2031-09-24 0.977 2.069 0.977 2.068 0.000 9297 11
2031-09-25 1.104 2.204 1.103 2.203 0.000 9236 11
2031-09-26 1.492 2.607 1.491 2.606 0.000 9013 11
2031-09-27 2.041 3.241 2.041 3.239 0.000 8147 11
2031-09-28 1.586 2.548 1.587 2.547 0.000 8191 11
2031-09-29 1.285 2.938 1.285 2.937 0.000 8827 11
2031-09-30 1.373 3.195 1.372 3.194 0.000 9220 11
2031-10-01 1.557 3.423 1.556 3.422 0.000 9343 11
2031-10-02 1.210 3.078 1.209 3.077 0.000 9249 11
2031-10-03 1.505 3.481 1.504 3.479 0.000 9193 11
2031-10-04 1.996 4.522 1.994 4.521 0.000 9112 11
2031-10-05 1.815 4.034 1.814 4.032 0.000 8849 11
2031-10-06 1.264 3.102 1.263 3.101 0.000 9103 11
2031-10-07 2.001 4.373 1.999 4.372 0.000 8885 11
2031-10-08 2.660 5.041 2.658 5.040 0.000 8761 11
2031-10-09 3.251 5.812 3.248 5.810 0.000 8542 11
2031-10-10 2.813 4.750 2.811 4.749 0.000 8489 11
2031-10-11 2.454 4.465 2.452 4.463 0.000 8608 11
2031-10-12 2.529 4.416 2.527 4.415 0.000 8445 11
2031-10-13 2.831 4.968 2.828 4.967 0.000 8195 11
2031-10-14 1.486 2.509 1.485 2.508 0.000 8562 11
2031-10-15 1.007 2.357 1.007 2.356 0.000 8766 11
2031-10-16 1.075 2.294 1.074 2.293 0.000 9080 11
2031-10-17 1.380 2.788 1.380 2.787 0.000 8860 11
2031-10-18 1.532 3.456 1.531 3.455 0.000 9233 11
2031-10-19 2.274 4.496 2.272 4.494 0.000 9196 11
2031-10-20 2.187 4.454 2.185 4.453 0.000 8739 11
2031-10-21 1.765 3.669 1.763 3.668 0.000 8705 11
2031-10-22 0.986 2.464 0.985 2.463 0.000 8641 11
2031-10-23 0.918 1.903 0.917 1.902 0.000 8584 11
2031-10-24 0.627 1.515 0.626 1.514 0.000 9107 11
2031-10-25 0.634 1.431 0.634 1.431 0.000 9327 11
2031-10-26 0.432 1.192 0.432 1.191 0.000 9434 11
2031-10-27 0.545 1.692 0.545 1.691 0.000 9435 11
2031-10-28 0.309 1.103 0.309 1.102 0.000 9684 11
2031-10-29 0.462 1.802 0.461 1.802 0.000 9704 11
2031-10-30 0.431 1.369 0.431 1.369 0.000 9388 11
2031-10-31 0.610 1.713 0.610 1.712 0.000 9041 11
2031-11-01 0.395 1.116 0.395 1.115 0.000 8981 11
2031-11-02 0.418 1.289 0.418 1.288 0.000 9067 11
2031-11-03 0.514 1.707 0.513 1.706 0.000 9009 11
2031-11-04 0.459 1.398 0.459 1.397 0.000 8760 11
2031-11-05 0.431 1.256 0.431 1.255 0.000 8772 11
2031-11-06 0.509 1.390 0.509 1.389 0.000 8678 11
2031-11-07 0.628 2.143 0.627 2.142 0.000 8961 11
2031-11-08 0.591 1.875 0.591 1.874 0.000 9009 11
2031-11-09 0.573 1.511 0.572 1.510 0.000 8599 11
2031-11-10 0.547 1.302 0.547 1.302 0.000 8328 11
2031-11-11 0.562 1.436 0.562 1.435 0.000 7968 11
2031-11-12 0.550 1.268 0.550 1.267 0.000 7760 11
2031-11-13 0.584 1.256 0.583 1.255 0.000 7754 11
2031-11-14 0.592 1.421 0.592 1.421 0.000 7694 11
2031-11-15 0.495 1.331 0.495 1.331 0.000 7853 11
2031-11-16 0.577 1.519 0.576 1.518 0.000 8029 11
2031-11-17 0.557 1.472 0.557 1.471 0.000 7770 11
2031-11-18 0.580 1.369 0.580 1.369 0.000 7672 11
2031-11-19 0.574 1.344 0.574 1.344 0.000 7479 11
2031-11-20 0.565 1.412 0.564 1.411 0.000 7687 11
2031-11-21 0.574 1.361 0.573 1.360 0.000 7785 11
2031-11-22 0.499 1.208 0.498 1.208 0.000 8260 11
2031-11-23 0.639 1.701 0.638 1.700 0.000 8212 11
2031-11-24 0.583 1.635 0.582 1.635 0.000 8510 11
2031-11-25 0.608 1.505 0.607 1.504 0.000 8702 11
2031-11-26 0.571 1.442 0.570 1.441 0.000 8611 11
2031-11-27 0.524 1.471 0.524 1.470 0.000 8555 11
2031-11-28 0.280 0.757 0.280 0.756 0.000 9043 11
2031-11-29 0.304 0.999 0.304 0.998 0.000 9347 11
2031-11-30 0.346 1.046 0.346 1.045 0.000 9263 11
2031-12-01 0.339 1.214 0.339 1.214 0.000 8930 11
2031-12-02 0.335 1.026 0.335 1.026 0.000 8493 11
2031-12-03 0.174 0.325 0.174 0.325 0.000 8906 11
2031-12-04 0.225 0.519 0.225 0.519 0.000 9076 11
2031-12-05 0.238 0.591 0.238 0.591 0.000 9134 11
2031-12-06 0.240 0.712 0.240 0.712 0.000 9433 11
2031-12-07 0.271 0.934 0.270 0.934 0.000 9338 11
2031-12-08 0.291 0.868 0.291 0.867 0.000 9288 11
2031-12-09 0.251 0.793 0.251 0.793 0.000 9044 11
2031-12-10 0.212 0.420 0.212 0.420 0.000 8585 11
2031-12-11 0.220 0.658 0.220 0.658 0.000 8649 11
2031-12-12 0.214 0.619 0.214 0.618 0.000 8469 11
2031-12-13 0.217 0.654 0.217 0.653 0.000 8281 11
2031-12-14 0.212 0.641 0.212 0.640 0.000 8263 11
2031-12-15 0.162 0.328 0.162 0.328 0.000 8393 11
2031-12-16 0.135 0.173 0.135 0.173 0.000 8451 11
2031-12-17 0.119 0.232 0.120 0.232 0.000 8821 11
2031-12-18 0.103 0.182 0.103 0.182 0.000 9104 11
2031-12-19 0.102 0.193 0.102 0.193 0.000 9470 11
2031-12-20 0.153 0.400 0.153 0.400 0.000 9719 11
2031-12-21 0.166 0.496 0.166 0.496 0.000 9686 11
2031-12-22 0.165 0.412 0.165 0.412 0.000 9448 11
2031-12-23 0.144 0.414 0.144 0.413 0.000 9371 11
2031-12-24 0.120 0.432 0.120 0.432 0.000 9539 11
2031-12-25 0.157 0.423 0.157 0.423 0.000 9245 11
2031-12-26 0.153 0.378 0.153 0.378 0.000 9189 11
2031-12-27 0.136 0.395 0.137 0.395 0.000 9049 11
2031-12-28 0.098 0.135 0.098 0.135 0.000 9093 11
2031-12-29 0.093 0.148 0.093 0.148 0.000 9332 11
2031-12-30 0.088 0.092 0.088 0.092 0.000 9292 11
2031-12-31 0.104 0.137 0.104 0.138 0.000 9158 11
Visualization: Maximum Value Difference¶
Plotting the timestep with the greatest maximum absolute difference in values.
In [7]:
plot_max_value_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum value difference Time: 2031-04-30 12:00:00 Max absolute difference: 31.913382
DMC: Plotting timestep with maximum value difference Time: 2031-04-30 12:00:00 Max absolute difference: 0.163050
DC: Plotting timestep with maximum value difference Time: 2031-07-05 12:00:00 Max absolute difference: 0.000031
ISI: Plotting timestep with maximum value difference Time: 2031-05-04 12:00:00 Max absolute difference: 0.481424
BUI: Plotting timestep with maximum value difference Time: 2031-06-20 12:00:00 Max absolute difference: 0.120482
FWI: Plotting timestep with maximum value difference Time: 2031-05-04 12:00:00 Max absolute difference: 0.434794
Visualization: Maximum NaN Pattern Difference¶
Plotting the timestep with the greatest number of NaN pattern changes.
In [8]:
plot_max_nan_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum NaN changes Time: 2031-04-29 12:00:00 NaN changes: 11
DMC: Plotting timestep with maximum NaN changes Time: 2031-01-01 12:00:00 NaN changes: 0
DC: Plotting timestep with maximum NaN changes Time: 2031-01-01 12:00:00 NaN changes: 0
ISI: Plotting timestep with maximum NaN changes Time: 2031-04-29 12:00:00 NaN changes: 11
BUI: Plotting timestep with maximum NaN changes Time: 2031-01-01 12:00:00 NaN changes: 0
FWI: Plotting timestep with maximum NaN changes Time: 2031-04-29 12:00:00 NaN changes: 11
In [9]:
print(generate_qc_summary(comparison_results, variables))
## QC Summary ### FFMC - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 365 - ⚠️ **Differences detected** - Maximum value difference: 31.913382 on 2031-04-30 - Maximum NaN changes: 11 cells on 2031-04-29 - Total value differences: 860156 across all timesteps - Total NaN pattern changes: 2732 across all timesteps ### DMC - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 251 - ⚠️ **Differences detected** - Maximum value difference: 0.163050 on 2031-04-30 - Maximum NaN changes: 0 cells on 2031-01-01 - Total value differences: 4163 across all timesteps - Total NaN pattern changes: 0 across all timesteps ### DC - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 303 - ⚠️ **Differences detected** - Maximum value difference: 0.000031 on 2031-07-05 - Maximum NaN changes: 0 cells on 2031-01-01 - Total value differences: 8071 across all timesteps - Total NaN pattern changes: 0 across all timesteps ### ISI - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 365 - ⚠️ **Differences detected** - Maximum value difference: 0.481424 on 2031-05-04 - Maximum NaN changes: 11 cells on 2031-04-29 - Total value differences: 2891781 across all timesteps - Total NaN pattern changes: 2732 across all timesteps ### BUI - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 277 - ⚠️ **Differences detected** - Maximum value difference: 0.120482 on 2031-06-20 - Maximum NaN changes: 0 cells on 2031-01-01 - Total value differences: 5960 across all timesteps - Total NaN pattern changes: 0 across all timesteps ### FWI - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 365 - ⚠️ **Differences detected** - Maximum value difference: 0.434794 on 2031-05-04 - Maximum NaN changes: 11 cells on 2031-04-29 - Total value differences: 2891335 across all timesteps - Total NaN pattern changes: 2732 across all timesteps
In [10]:
# Clean up
ds_ref.close()
ds_new.close()
print("\nDatasets closed. Analysis complete!")
Datasets closed. Analysis complete!